Predict Bike Sharing Demand with AutoGluon Template¶
Project: Predict Bike Sharing Demand with AutoGluon¶
This notebook is a template with each step that you need to complete for the project.
Please fill in your code where there are explicit ? markers in the notebook. You are welcome to add more cells and code as you see fit.
Once you have completed all the code implementations, please export your notebook as a HTML file so the reviews can view your code. Make sure you have all outputs correctly outputted.
File-> Export Notebook As... -> Export Notebook as HTML
There is a writeup to complete as well after all code implememtation is done. Please answer all questions and attach the necessary tables and charts. You can complete the writeup in either markdown or PDF.
Completing the code template and writeup template will cover all of the rubric points for this project.
The rubric contains "Stand Out Suggestions" for enhancing the project beyond the minimum requirements. The stand out suggestions are optional. If you decide to pursue the "stand out suggestions", you can include the code in this notebook and also discuss the results in the writeup file.
Step 1: Create an account with Kaggle¶
Create Kaggle Account and download API key¶
Below is example of steps to get the API username and key. Each student will have their own username and key.
- Open account settings.
- Scroll down to API and click Create New API Token.
- Open up
kaggle.jsonand use the username and key.
Step 2: Download the Kaggle dataset using the kaggle python library¶
Open up Sagemaker Studio and use starter template¶
- Notebook should be using a
ml.t3.mediuminstance (2 vCPU + 4 GiB) - Notebook should be using kernal:
Python 3 (MXNet 1.8 Python 3.7 CPU Optimized)
Install packages¶
In [1]:
!pip install -U pip
!pip install -U setuptools wheel
!pip install -U "mxnet<2.0.0" bokeh==2.0.1
!pip install autogluon --no-cache-dir
# Without --no-cache-dir, smaller aws instances may have trouble installing
Requirement already satisfied: pip in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (25.0.1) Requirement already satisfied: setuptools in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (75.8.0) Requirement already satisfied: wheel in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (0.45.1) Collecting mxnet<2.0.0 Using cached mxnet-1.7.0.post2-py2.py3-none-win_amd64.whl.metadata (402 bytes) Collecting bokeh==2.0.1 Using cached bokeh-2.0.1-py3-none-any.whl Requirement already satisfied: PyYAML>=3.10 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from bokeh==2.0.1) (6.0.2) Requirement already satisfied: python-dateutil>=2.1 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from bokeh==2.0.1) (2.9.0.post0) Requirement already satisfied: Jinja2>=2.7 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from bokeh==2.0.1) (3.1.5) Requirement already satisfied: numpy>=1.11.3 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from bokeh==2.0.1) (1.26.4) Requirement already satisfied: pillow>=4.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from bokeh==2.0.1) (11.1.0) Requirement already satisfied: packaging>=16.8 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from bokeh==2.0.1) (24.2) Requirement already satisfied: tornado>=5 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from bokeh==2.0.1) (6.4.2) Requirement already satisfied: typing_extensions>=3.7.4 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from bokeh==2.0.1) (4.12.2) Collecting numpy>=1.11.3 (from bokeh==2.0.1) Using cached numpy-1.16.6.zip (5.1 MB) Preparing metadata (setup.py): started Preparing metadata (setup.py): finished with status 'done' Collecting requests<2.19.0,>=2.18.4 (from mxnet<2.0.0) Using cached requests-2.18.4-py2.py3-none-any.whl.metadata (50 kB) Collecting graphviz<0.9.0,>=0.8.1 (from mxnet<2.0.0) Using cached graphviz-0.8.4-py2.py3-none-any.whl.metadata (6.4 kB) Requirement already satisfied: MarkupSafe>=2.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from Jinja2>=2.7->bokeh==2.0.1) (3.0.2) Requirement already satisfied: six>=1.5 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from python-dateutil>=2.1->bokeh==2.0.1) (1.17.0) Requirement already satisfied: certifi>=2017.4.17 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from requests<2.19.0,>=2.18.4->mxnet<2.0.0) (2025.1.31) Collecting chardet<3.1.0,>=3.0.2 (from requests<2.19.0,>=2.18.4->mxnet<2.0.0) Using cached chardet-3.0.4-py2.py3-none-any.whl.metadata (3.2 kB) Collecting idna<2.7,>=2.5 (from requests<2.19.0,>=2.18.4->mxnet<2.0.0) Using cached idna-2.6-py2.py3-none-any.whl.metadata (8.9 kB) Collecting urllib3<1.23,>=1.21.1 (from requests<2.19.0,>=2.18.4->mxnet<2.0.0) Using cached urllib3-1.22-py2.py3-none-any.whl.metadata (32 kB) Using cached mxnet-1.7.0.post2-py2.py3-none-win_amd64.whl (33.1 MB) Using cached graphviz-0.8.4-py2.py3-none-any.whl (16 kB) Using cached requests-2.18.4-py2.py3-none-any.whl (88 kB) Using cached chardet-3.0.4-py2.py3-none-any.whl (133 kB) Using cached idna-2.6-py2.py3-none-any.whl (56 kB) Using cached urllib3-1.22-py2.py3-none-any.whl (132 kB) Building wheels for collected packages: numpy Building wheel for numpy (setup.py): started Building wheel for numpy (setup.py): finished with status 'error' Running setup.py clean for numpy Failed to build numpy
error: subprocess-exited-with-error
× python setup.py bdist_wheel did not run successfully.
│ exit code: 1
╰─> [17 lines of output]
Running from numpy source directory.
C:\Users\Nandan\AppData\Local\Temp\pip-install-kdi61z1p\numpy_e5a13e55db7f4240a06a9d6a9bc0eba0\numpy\distutils\misc_util.py:476: SyntaxWarning: "is" with a literal. Did you mean "=="?
return is_string(s) and ('*' in s or '?' is s)
Traceback (most recent call last):
File "<string>", line 2, in <module>
File "<pip-setuptools-caller>", line 34, in <module>
File "C:\Users\Nandan\AppData\Local\Temp\pip-install-kdi61z1p\numpy_e5a13e55db7f4240a06a9d6a9bc0eba0\setup.py", line 419, in <module>
setup_package()
File "C:\Users\Nandan\AppData\Local\Temp\pip-install-kdi61z1p\numpy_e5a13e55db7f4240a06a9d6a9bc0eba0\setup.py", line 398, in setup_package
from numpy.distutils.core import setup
File "C:\Users\Nandan\AppData\Local\Temp\pip-install-kdi61z1p\numpy_e5a13e55db7f4240a06a9d6a9bc0eba0\numpy\distutils\core.py", line 26, in <module>
from numpy.distutils.command import config, config_compiler, \
File "C:\Users\Nandan\AppData\Local\Temp\pip-install-kdi61z1p\numpy_e5a13e55db7f4240a06a9d6a9bc0eba0\numpy\distutils\command\config.py", line 19, in <module>
from numpy.distutils.mingw32ccompiler import generate_manifest
File "C:\Users\Nandan\AppData\Local\Temp\pip-install-kdi61z1p\numpy_e5a13e55db7f4240a06a9d6a9bc0eba0\numpy\distutils\mingw32ccompiler.py", line 34, in <module>
from distutils.msvccompiler import get_build_version as get_build_msvc_version
ModuleNotFoundError: No module named 'distutils.msvccompiler'
[end of output]
note: This error originates from a subprocess, and is likely not a problem with pip.
ERROR: Failed building wheel for numpy
error: subprocess-exited-with-error
× python setup.py clean did not run successfully.
│ exit code: 1
╰─> [10 lines of output]
Running from numpy source directory.
`setup.py clean` is not supported, use one of the following instead:
- `git clean -xdf` (cleans all files)
- `git clean -Xdf` (cleans all versioned files, doesn't touch
files that aren't checked into the git repo)
Add `--force` to your command to use it anyway if you must (unsupported).
[end of output]
note: This error originates from a subprocess, and is likely not a problem with pip.
ERROR: Failed cleaning build dir for numpy
ERROR: Failed to build installable wheels for some pyproject.toml based projects (numpy)
Requirement already satisfied: autogluon in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (1.2) Requirement already satisfied: autogluon.core==1.2 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.core[all]==1.2->autogluon) (1.2) Requirement already satisfied: autogluon.features==1.2 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon) (1.2) Requirement already satisfied: autogluon.tabular==1.2 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.tabular[all]==1.2->autogluon) (1.2) Requirement already satisfied: autogluon.multimodal==1.2 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon) (1.2) Requirement already satisfied: autogluon.timeseries==1.2 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.timeseries[all]==1.2->autogluon) (1.2) Requirement already satisfied: numpy<2.1.4,>=1.25.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.core==1.2->autogluon.core[all]==1.2->autogluon) (1.26.4) Requirement already satisfied: scipy<1.16,>=1.5.4 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.core==1.2->autogluon.core[all]==1.2->autogluon) (1.15.2) Requirement already satisfied: scikit-learn<1.5.3,>=1.4.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.core==1.2->autogluon.core[all]==1.2->autogluon) (1.5.2) Requirement already satisfied: networkx<4,>=3.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.core==1.2->autogluon.core[all]==1.2->autogluon) (3.4.2) Requirement already satisfied: pandas<2.3.0,>=2.0.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.core==1.2->autogluon.core[all]==1.2->autogluon) (2.2.3) Requirement already satisfied: tqdm<5,>=4.38 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.core==1.2->autogluon.core[all]==1.2->autogluon) (4.67.1) Requirement already satisfied: requests in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.core==1.2->autogluon.core[all]==1.2->autogluon) (2.32.3) Requirement already satisfied: matplotlib<3.11,>=3.7.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.core==1.2->autogluon.core[all]==1.2->autogluon) (3.10.0) Requirement already satisfied: boto3<2,>=1.10 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.core==1.2->autogluon.core[all]==1.2->autogluon) (1.36.25) Requirement already satisfied: autogluon.common==1.2 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.core==1.2->autogluon.core[all]==1.2->autogluon) (1.2) Requirement already satisfied: ray<2.40,>=2.10.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from ray[default]<2.40,>=2.10.0; extra == "all"->autogluon.core[all]==1.2->autogluon) (2.39.0) Requirement already satisfied: pyarrow>=15.0.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.core[all]==1.2->autogluon) (19.0.1) Requirement already satisfied: hyperopt<0.2.8,>=0.2.7 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.core[all]==1.2->autogluon) (0.2.7) Requirement already satisfied: Pillow<12,>=10.0.1 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.multimodal==1.2->autogluon) (11.1.0) Requirement already satisfied: torch<2.6,>=2.2 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.multimodal==1.2->autogluon) (2.5.1) Requirement already satisfied: lightning<2.6,>=2.2 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.multimodal==1.2->autogluon) (2.5.0.post0) Requirement already satisfied: transformers<5,>=4.38.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from transformers[sentencepiece]<5,>=4.38.0->autogluon.multimodal==1.2->autogluon) (4.49.0) Requirement already satisfied: accelerate<1.0,>=0.34.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.multimodal==1.2->autogluon) (0.34.2) Requirement already satisfied: jsonschema<4.22,>=4.18 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.multimodal==1.2->autogluon) (4.21.1) Requirement already satisfied: seqeval<1.3.0,>=1.2.2 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.multimodal==1.2->autogluon) (1.2.2) Requirement already satisfied: evaluate<0.5.0,>=0.4.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.multimodal==1.2->autogluon) (0.4.3) Requirement already satisfied: timm<1.0.7,>=0.9.5 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.multimodal==1.2->autogluon) (1.0.3) Requirement already satisfied: torchvision<0.21.0,>=0.16.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.multimodal==1.2->autogluon) (0.20.1) Requirement already satisfied: scikit-image<0.25.0,>=0.19.1 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.multimodal==1.2->autogluon) (0.24.0) Requirement already satisfied: text-unidecode<1.4,>=1.3 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.multimodal==1.2->autogluon) (1.3) Requirement already satisfied: torchmetrics<1.3.0,>=1.2.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.multimodal==1.2->autogluon) (1.2.1) Requirement already satisfied: omegaconf<2.3.0,>=2.1.1 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.multimodal==1.2->autogluon) (2.2.3) Requirement already satisfied: pytorch-metric-learning<2.4,>=1.3.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.multimodal==1.2->autogluon) (2.3.0) Requirement already satisfied: nlpaug<1.2.0,>=1.1.10 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.multimodal==1.2->autogluon) (1.1.11) Requirement already satisfied: nltk<3.9,>=3.4.5 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.multimodal==1.2->autogluon) (3.8.1) Requirement already satisfied: openmim<0.4.0,>=0.3.7 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.multimodal==1.2->autogluon) (0.3.9) Requirement already satisfied: defusedxml<0.7.2,>=0.7.1 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.multimodal==1.2->autogluon) (0.7.1) Requirement already satisfied: jinja2<3.2,>=3.0.3 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.multimodal==1.2->autogluon) (3.1.5) Requirement already satisfied: tensorboard<3,>=2.9 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.multimodal==1.2->autogluon) (2.19.0) Requirement already satisfied: pytesseract<0.3.11,>=0.3.9 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.multimodal==1.2->autogluon) (0.3.10) Requirement already satisfied: nvidia-ml-py3==7.352.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.multimodal==1.2->autogluon) (7.352.0) Requirement already satisfied: pdf2image<1.19,>=1.17.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.multimodal==1.2->autogluon) (1.17.0) Requirement already satisfied: catboost<1.3,>=1.2 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.tabular[all]==1.2->autogluon) (1.2.7) Requirement already satisfied: spacy<3.8 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.tabular[all]==1.2->autogluon) (3.7.5) Requirement already satisfied: lightgbm<4.6,>=4.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.tabular[all]==1.2->autogluon) (4.5.0) Requirement already satisfied: einops<0.9,>=0.7 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.tabular[all]==1.2->autogluon) (0.8.1) Requirement already satisfied: xgboost<2.2,>=1.6 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.tabular[all]==1.2->autogluon) (2.1.4) Requirement already satisfied: fastai<2.8,>=2.3.1 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.tabular[all]==1.2->autogluon) (2.7.18) Requirement already satisfied: huggingface-hub[torch] in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.tabular[all]==1.2->autogluon) (0.29.1) Requirement already satisfied: joblib<2,>=1.1 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.timeseries==1.2->autogluon.timeseries[all]==1.2->autogluon) (1.4.2) Requirement already satisfied: pytorch-lightning in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.timeseries==1.2->autogluon.timeseries[all]==1.2->autogluon) (2.5.0.post0) Requirement already satisfied: gluonts<0.17,>=0.15.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.timeseries==1.2->autogluon.timeseries[all]==1.2->autogluon) (0.16.0) Requirement already satisfied: statsforecast<1.8,>=1.7.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.timeseries==1.2->autogluon.timeseries[all]==1.2->autogluon) (1.7.8) Requirement already satisfied: mlforecast==0.13.4 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.timeseries==1.2->autogluon.timeseries[all]==1.2->autogluon) (0.13.4) Requirement already satisfied: utilsforecast<0.2.5,>=0.2.3 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.timeseries==1.2->autogluon.timeseries[all]==1.2->autogluon) (0.2.4) Requirement already satisfied: coreforecast==0.0.12 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.timeseries==1.2->autogluon.timeseries[all]==1.2->autogluon) (0.0.12) Requirement already satisfied: fugue>=0.9.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.timeseries==1.2->autogluon.timeseries[all]==1.2->autogluon) (0.9.1) Requirement already satisfied: orjson~=3.9 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.timeseries==1.2->autogluon.timeseries[all]==1.2->autogluon) (3.10.15) Requirement already satisfied: psutil<7.0.0,>=5.7.3 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from autogluon.common==1.2->autogluon.core==1.2->autogluon.core[all]==1.2->autogluon) (6.1.1) Requirement already satisfied: cloudpickle in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from mlforecast==0.13.4->autogluon.timeseries==1.2->autogluon.timeseries[all]==1.2->autogluon) (3.1.1) Requirement already satisfied: fsspec in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from mlforecast==0.13.4->autogluon.timeseries==1.2->autogluon.timeseries[all]==1.2->autogluon) (2024.12.0) Requirement already satisfied: numba in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from mlforecast==0.13.4->autogluon.timeseries==1.2->autogluon.timeseries[all]==1.2->autogluon) (0.61.0) Requirement already satisfied: optuna in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from mlforecast==0.13.4->autogluon.timeseries==1.2->autogluon.timeseries[all]==1.2->autogluon) (4.2.1) Requirement already satisfied: packaging in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from mlforecast==0.13.4->autogluon.timeseries==1.2->autogluon.timeseries[all]==1.2->autogluon) (24.2) Requirement already satisfied: window-ops in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from mlforecast==0.13.4->autogluon.timeseries==1.2->autogluon.timeseries[all]==1.2->autogluon) (0.0.15) Requirement already satisfied: pyyaml in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from accelerate<1.0,>=0.34.0->autogluon.multimodal==1.2->autogluon) (6.0.2) Requirement already satisfied: safetensors>=0.4.3 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from accelerate<1.0,>=0.34.0->autogluon.multimodal==1.2->autogluon) (0.5.2) Requirement already satisfied: botocore<1.37.0,>=1.36.25 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from boto3<2,>=1.10->autogluon.core==1.2->autogluon.core[all]==1.2->autogluon) (1.36.25) Requirement already satisfied: jmespath<2.0.0,>=0.7.1 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from boto3<2,>=1.10->autogluon.core==1.2->autogluon.core[all]==1.2->autogluon) (1.0.1) Requirement already satisfied: s3transfer<0.12.0,>=0.11.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from boto3<2,>=1.10->autogluon.core==1.2->autogluon.core[all]==1.2->autogluon) (0.11.2) Requirement already satisfied: graphviz in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from catboost<1.3,>=1.2->autogluon.tabular[all]==1.2->autogluon) (0.20.3) Requirement already satisfied: plotly in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from catboost<1.3,>=1.2->autogluon.tabular[all]==1.2->autogluon) (6.0.0) Requirement already satisfied: six in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from catboost<1.3,>=1.2->autogluon.tabular[all]==1.2->autogluon) (1.17.0) Requirement already satisfied: datasets>=2.0.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from evaluate<0.5.0,>=0.4.0->autogluon.multimodal==1.2->autogluon) (3.3.2) Requirement already satisfied: dill in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from evaluate<0.5.0,>=0.4.0->autogluon.multimodal==1.2->autogluon) (0.3.8) Requirement already satisfied: xxhash in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from evaluate<0.5.0,>=0.4.0->autogluon.multimodal==1.2->autogluon) (3.5.0) Requirement already satisfied: multiprocess in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from evaluate<0.5.0,>=0.4.0->autogluon.multimodal==1.2->autogluon) (0.70.16) Requirement already satisfied: pip in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from fastai<2.8,>=2.3.1->autogluon.tabular[all]==1.2->autogluon) (25.0.1) Requirement already satisfied: fastdownload<2,>=0.0.5 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from fastai<2.8,>=2.3.1->autogluon.tabular[all]==1.2->autogluon) (0.0.7) Requirement already satisfied: fastcore<1.8,>=1.5.29 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from fastai<2.8,>=2.3.1->autogluon.tabular[all]==1.2->autogluon) (1.7.29) Requirement already satisfied: fastprogress>=0.2.4 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from fastai<2.8,>=2.3.1->autogluon.tabular[all]==1.2->autogluon) (1.0.3) Requirement already satisfied: triad>=0.9.7 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from fugue>=0.9.0->autogluon.timeseries==1.2->autogluon.timeseries[all]==1.2->autogluon) (0.9.8) Requirement already satisfied: adagio>=0.2.4 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from fugue>=0.9.0->autogluon.timeseries==1.2->autogluon.timeseries[all]==1.2->autogluon) (0.2.6) Requirement already satisfied: pydantic<3,>=1.7 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from gluonts<0.17,>=0.15.0->autogluon.timeseries==1.2->autogluon.timeseries[all]==1.2->autogluon) (2.10.6) Requirement already satisfied: toolz~=0.10 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from gluonts<0.17,>=0.15.0->autogluon.timeseries==1.2->autogluon.timeseries[all]==1.2->autogluon) (0.12.1) Requirement already satisfied: typing-extensions~=4.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from gluonts<0.17,>=0.15.0->autogluon.timeseries==1.2->autogluon.timeseries[all]==1.2->autogluon) (4.12.2) Requirement already satisfied: future in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from hyperopt<0.2.8,>=0.2.7->autogluon.core[all]==1.2->autogluon) (1.0.0) Requirement already satisfied: py4j in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from hyperopt<0.2.8,>=0.2.7->autogluon.core[all]==1.2->autogluon) (0.10.9.9) Requirement already satisfied: MarkupSafe>=2.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from jinja2<3.2,>=3.0.3->autogluon.multimodal==1.2->autogluon) (3.0.2) Requirement already satisfied: attrs>=22.2.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from jsonschema<4.22,>=4.18->autogluon.multimodal==1.2->autogluon) (25.1.0) Requirement already satisfied: jsonschema-specifications>=2023.03.6 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from jsonschema<4.22,>=4.18->autogluon.multimodal==1.2->autogluon) (2024.10.1) Requirement already satisfied: referencing>=0.28.4 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from jsonschema<4.22,>=4.18->autogluon.multimodal==1.2->autogluon) (0.36.2) Requirement already satisfied: rpds-py>=0.7.1 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from jsonschema<4.22,>=4.18->autogluon.multimodal==1.2->autogluon) (0.23.0) Requirement already satisfied: lightning-utilities<2.0,>=0.10.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from lightning<2.6,>=2.2->autogluon.multimodal==1.2->autogluon) (0.12.0) Requirement already satisfied: contourpy>=1.0.1 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from matplotlib<3.11,>=3.7.0->autogluon.core==1.2->autogluon.core[all]==1.2->autogluon) (1.3.1) Requirement already satisfied: cycler>=0.10 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from matplotlib<3.11,>=3.7.0->autogluon.core==1.2->autogluon.core[all]==1.2->autogluon) (0.12.1) Requirement already satisfied: fonttools>=4.22.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from matplotlib<3.11,>=3.7.0->autogluon.core==1.2->autogluon.core[all]==1.2->autogluon) (4.56.0) Requirement already satisfied: kiwisolver>=1.3.1 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from matplotlib<3.11,>=3.7.0->autogluon.core==1.2->autogluon.core[all]==1.2->autogluon) (1.4.8) Requirement already satisfied: pyparsing>=2.3.1 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from matplotlib<3.11,>=3.7.0->autogluon.core==1.2->autogluon.core[all]==1.2->autogluon) (3.2.1) Requirement already satisfied: python-dateutil>=2.7 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from matplotlib<3.11,>=3.7.0->autogluon.core==1.2->autogluon.core[all]==1.2->autogluon) (2.9.0.post0) Requirement already satisfied: gdown>=4.0.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from nlpaug<1.2.0,>=1.1.10->autogluon.multimodal==1.2->autogluon) (5.2.0) Requirement already satisfied: click in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from nltk<3.9,>=3.4.5->autogluon.multimodal==1.2->autogluon) (8.1.8) Requirement already satisfied: regex>=2021.8.3 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from nltk<3.9,>=3.4.5->autogluon.multimodal==1.2->autogluon) (2024.11.6) Requirement already satisfied: antlr4-python3-runtime==4.9.* in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from omegaconf<2.3.0,>=2.1.1->autogluon.multimodal==1.2->autogluon) (4.9.3) Requirement already satisfied: colorama in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from openmim<0.4.0,>=0.3.7->autogluon.multimodal==1.2->autogluon) (0.4.6) Requirement already satisfied: model-index in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from openmim<0.4.0,>=0.3.7->autogluon.multimodal==1.2->autogluon) (0.1.11) Requirement already satisfied: opendatalab in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from openmim<0.4.0,>=0.3.7->autogluon.multimodal==1.2->autogluon) (0.0.10) Requirement already satisfied: rich in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from openmim<0.4.0,>=0.3.7->autogluon.multimodal==1.2->autogluon) (13.9.4) Requirement already satisfied: tabulate in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from openmim<0.4.0,>=0.3.7->autogluon.multimodal==1.2->autogluon) (0.9.0) Requirement already satisfied: pytz>=2020.1 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from pandas<2.3.0,>=2.0.0->autogluon.core==1.2->autogluon.core[all]==1.2->autogluon) (2025.1) Requirement already satisfied: tzdata>=2022.7 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from pandas<2.3.0,>=2.0.0->autogluon.core==1.2->autogluon.core[all]==1.2->autogluon) (2025.1) Requirement already satisfied: filelock in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from ray<2.40,>=2.10.0->ray[default]<2.40,>=2.10.0; extra == "all"->autogluon.core[all]==1.2->autogluon) (3.17.0) Requirement already satisfied: msgpack<2.0.0,>=1.0.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from ray<2.40,>=2.10.0->ray[default]<2.40,>=2.10.0; extra == "all"->autogluon.core[all]==1.2->autogluon) (1.1.0) Requirement already satisfied: protobuf!=3.19.5,>=3.15.3 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from ray<2.40,>=2.10.0->ray[default]<2.40,>=2.10.0; extra == "all"->autogluon.core[all]==1.2->autogluon) (5.29.3) Requirement already satisfied: aiosignal in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from ray<2.40,>=2.10.0->ray[default]<2.40,>=2.10.0; extra == "all"->autogluon.core[all]==1.2->autogluon) (1.3.2) Requirement already satisfied: frozenlist in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from ray<2.40,>=2.10.0->ray[default]<2.40,>=2.10.0; extra == "all"->autogluon.core[all]==1.2->autogluon) (1.5.0) Requirement already satisfied: aiohttp>=3.7 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from ray[default,tune]<2.40,>=2.10.0; extra == "all"->autogluon.core[all]==1.2->autogluon) (3.11.12) Requirement already satisfied: aiohttp-cors in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from ray[default,tune]<2.40,>=2.10.0; extra == "all"->autogluon.core[all]==1.2->autogluon) (0.7.0) Requirement already satisfied: colorful in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from ray[default,tune]<2.40,>=2.10.0; extra == "all"->autogluon.core[all]==1.2->autogluon) (0.5.6) Requirement already satisfied: py-spy>=0.2.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from ray[default,tune]<2.40,>=2.10.0; extra == "all"->autogluon.core[all]==1.2->autogluon) (0.4.0) Requirement already satisfied: opencensus in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from ray[default,tune]<2.40,>=2.10.0; extra == "all"->autogluon.core[all]==1.2->autogluon) (0.11.4) Requirement already satisfied: prometheus-client>=0.7.1 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from ray[default,tune]<2.40,>=2.10.0; extra == "all"->autogluon.core[all]==1.2->autogluon) (0.21.1) Requirement already satisfied: smart-open in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from ray[default,tune]<2.40,>=2.10.0; extra == "all"->autogluon.core[all]==1.2->autogluon) (7.1.0) Requirement already satisfied: virtualenv!=20.21.1,>=20.0.24 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from ray[default,tune]<2.40,>=2.10.0; extra == "all"->autogluon.core[all]==1.2->autogluon) (20.29.2) Requirement already satisfied: grpcio>=1.42.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from ray[default,tune]<2.40,>=2.10.0; extra == "all"->autogluon.core[all]==1.2->autogluon) (1.70.0) Requirement already satisfied: tensorboardX>=1.9 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from ray[default,tune]<2.40,>=2.10.0; extra == "all"->autogluon.core[all]==1.2->autogluon) (2.6.2.2) Requirement already satisfied: charset-normalizer<4,>=2 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from requests->autogluon.core==1.2->autogluon.core[all]==1.2->autogluon) (3.4.1) Requirement already satisfied: idna<4,>=2.5 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from requests->autogluon.core==1.2->autogluon.core[all]==1.2->autogluon) (3.10) Requirement already satisfied: urllib3<3,>=1.21.1 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from requests->autogluon.core==1.2->autogluon.core[all]==1.2->autogluon) (2.3.0) Requirement already satisfied: certifi>=2017.4.17 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from requests->autogluon.core==1.2->autogluon.core[all]==1.2->autogluon) (2025.1.31) Requirement already satisfied: imageio>=2.33 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from scikit-image<0.25.0,>=0.19.1->autogluon.multimodal==1.2->autogluon) (2.37.0) Requirement already satisfied: tifffile>=2022.8.12 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from scikit-image<0.25.0,>=0.19.1->autogluon.multimodal==1.2->autogluon) (2025.2.18) Requirement already satisfied: lazy-loader>=0.4 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from scikit-image<0.25.0,>=0.19.1->autogluon.multimodal==1.2->autogluon) (0.4) Requirement already satisfied: threadpoolctl>=3.1.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from scikit-learn<1.5.3,>=1.4.0->autogluon.core==1.2->autogluon.core[all]==1.2->autogluon) (3.5.0) Requirement already satisfied: spacy-legacy<3.1.0,>=3.0.11 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from spacy<3.8->autogluon.tabular[all]==1.2->autogluon) (3.0.12) Requirement already satisfied: spacy-loggers<2.0.0,>=1.0.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from spacy<3.8->autogluon.tabular[all]==1.2->autogluon) (1.0.5) Requirement already satisfied: murmurhash<1.1.0,>=0.28.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from spacy<3.8->autogluon.tabular[all]==1.2->autogluon) (1.0.12) Requirement already satisfied: cymem<2.1.0,>=2.0.2 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from spacy<3.8->autogluon.tabular[all]==1.2->autogluon) (2.0.11) Requirement already satisfied: preshed<3.1.0,>=3.0.2 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from spacy<3.8->autogluon.tabular[all]==1.2->autogluon) (3.0.9) Requirement already satisfied: thinc<8.3.0,>=8.2.2 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from spacy<3.8->autogluon.tabular[all]==1.2->autogluon) (8.2.5) Requirement already satisfied: wasabi<1.2.0,>=0.9.1 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from spacy<3.8->autogluon.tabular[all]==1.2->autogluon) (1.1.3) Requirement already satisfied: srsly<3.0.0,>=2.4.3 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from spacy<3.8->autogluon.tabular[all]==1.2->autogluon) (2.5.1) Requirement already satisfied: catalogue<2.1.0,>=2.0.6 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from spacy<3.8->autogluon.tabular[all]==1.2->autogluon) (2.0.10) Requirement already satisfied: weasel<0.5.0,>=0.1.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from spacy<3.8->autogluon.tabular[all]==1.2->autogluon) (0.4.1) Requirement already satisfied: typer<1.0.0,>=0.3.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from spacy<3.8->autogluon.tabular[all]==1.2->autogluon) (0.15.1) Requirement already satisfied: setuptools in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from spacy<3.8->autogluon.tabular[all]==1.2->autogluon) (75.8.0) Requirement already satisfied: langcodes<4.0.0,>=3.2.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from spacy<3.8->autogluon.tabular[all]==1.2->autogluon) (3.5.0) Requirement already satisfied: statsmodels>=0.13.2 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from statsforecast<1.8,>=1.7.0->autogluon.timeseries==1.2->autogluon.timeseries[all]==1.2->autogluon) (0.14.4) Requirement already satisfied: absl-py>=0.4 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from tensorboard<3,>=2.9->autogluon.multimodal==1.2->autogluon) (2.1.0) Requirement already satisfied: markdown>=2.6.8 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from tensorboard<3,>=2.9->autogluon.multimodal==1.2->autogluon) (3.7) Requirement already satisfied: tensorboard-data-server<0.8.0,>=0.7.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from tensorboard<3,>=2.9->autogluon.multimodal==1.2->autogluon) (0.7.2) Requirement already satisfied: werkzeug>=1.0.1 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from tensorboard<3,>=2.9->autogluon.multimodal==1.2->autogluon) (3.1.3) Requirement already satisfied: sympy==1.13.1 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from torch<2.6,>=2.2->autogluon.multimodal==1.2->autogluon) (1.13.1) Requirement already satisfied: mpmath<1.4,>=1.1.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from sympy==1.13.1->torch<2.6,>=2.2->autogluon.multimodal==1.2->autogluon) (1.3.0) Requirement already satisfied: tokenizers<0.22,>=0.21 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from transformers<5,>=4.38.0->transformers[sentencepiece]<5,>=4.38.0->autogluon.multimodal==1.2->autogluon) (0.21.0) Requirement already satisfied: sentencepiece!=0.1.92,>=0.1.91 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from transformers[sentencepiece]<5,>=4.38.0->autogluon.multimodal==1.2->autogluon) (0.2.0) Requirement already satisfied: aiohappyeyeballs>=2.3.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from aiohttp>=3.7->ray[default,tune]<2.40,>=2.10.0; extra == "all"->autogluon.core[all]==1.2->autogluon) (2.4.6) Requirement already satisfied: multidict<7.0,>=4.5 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from aiohttp>=3.7->ray[default,tune]<2.40,>=2.10.0; extra == "all"->autogluon.core[all]==1.2->autogluon) (6.1.0) Requirement already satisfied: propcache>=0.2.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from aiohttp>=3.7->ray[default,tune]<2.40,>=2.10.0; extra == "all"->autogluon.core[all]==1.2->autogluon) (0.3.0) Requirement already satisfied: yarl<2.0,>=1.17.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from aiohttp>=3.7->ray[default,tune]<2.40,>=2.10.0; extra == "all"->autogluon.core[all]==1.2->autogluon) (1.18.3) Requirement already satisfied: beautifulsoup4 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from gdown>=4.0.0->nlpaug<1.2.0,>=1.1.10->autogluon.multimodal==1.2->autogluon) (4.13.3) Requirement already satisfied: language-data>=1.2 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from langcodes<4.0.0,>=3.2.0->spacy<3.8->autogluon.tabular[all]==1.2->autogluon) (1.3.0) Requirement already satisfied: llvmlite<0.45,>=0.44.0dev0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from numba->mlforecast==0.13.4->autogluon.timeseries==1.2->autogluon.timeseries[all]==1.2->autogluon) (0.44.0) Requirement already satisfied: annotated-types>=0.6.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from pydantic<3,>=1.7->gluonts<0.17,>=0.15.0->autogluon.timeseries==1.2->autogluon.timeseries[all]==1.2->autogluon) (0.7.0) Requirement already satisfied: pydantic-core==2.27.2 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from pydantic<3,>=1.7->gluonts<0.17,>=0.15.0->autogluon.timeseries==1.2->autogluon.timeseries[all]==1.2->autogluon) (2.27.2) Requirement already satisfied: patsy>=0.5.6 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from statsmodels>=0.13.2->statsforecast<1.8,>=1.7.0->autogluon.timeseries==1.2->autogluon.timeseries[all]==1.2->autogluon) (1.0.1) Requirement already satisfied: blis<0.8.0,>=0.7.8 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from thinc<8.3.0,>=8.2.2->spacy<3.8->autogluon.tabular[all]==1.2->autogluon) (0.7.11) Requirement already satisfied: confection<1.0.0,>=0.0.1 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from thinc<8.3.0,>=8.2.2->spacy<3.8->autogluon.tabular[all]==1.2->autogluon) (0.1.5) Requirement already satisfied: fs in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from triad>=0.9.7->fugue>=0.9.0->autogluon.timeseries==1.2->autogluon.timeseries[all]==1.2->autogluon) (2.4.16) Requirement already satisfied: shellingham>=1.3.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from typer<1.0.0,>=0.3.0->spacy<3.8->autogluon.tabular[all]==1.2->autogluon) (1.5.4) Requirement already satisfied: markdown-it-py>=2.2.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from rich->openmim<0.4.0,>=0.3.7->autogluon.multimodal==1.2->autogluon) (3.0.0) Requirement already satisfied: pygments<3.0.0,>=2.13.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from rich->openmim<0.4.0,>=0.3.7->autogluon.multimodal==1.2->autogluon) (2.19.1) Requirement already satisfied: distlib<1,>=0.3.7 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from virtualenv!=20.21.1,>=20.0.24->ray[default,tune]<2.40,>=2.10.0; extra == "all"->autogluon.core[all]==1.2->autogluon) (0.3.9) Requirement already satisfied: platformdirs<5,>=3.9.1 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from virtualenv!=20.21.1,>=20.0.24->ray[default,tune]<2.40,>=2.10.0; extra == "all"->autogluon.core[all]==1.2->autogluon) (4.3.6) Requirement already satisfied: cloudpathlib<1.0.0,>=0.7.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from weasel<0.5.0,>=0.1.0->spacy<3.8->autogluon.tabular[all]==1.2->autogluon) (0.20.0) Requirement already satisfied: wrapt in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from smart-open->ray[default,tune]<2.40,>=2.10.0; extra == "all"->autogluon.core[all]==1.2->autogluon) (1.17.2) Requirement already satisfied: ordered-set in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from model-index->openmim<0.4.0,>=0.3.7->autogluon.multimodal==1.2->autogluon) (4.1.0) Requirement already satisfied: opencensus-context>=0.1.3 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from opencensus->ray[default,tune]<2.40,>=2.10.0; extra == "all"->autogluon.core[all]==1.2->autogluon) (0.1.3) Requirement already satisfied: google-api-core<3.0.0,>=1.0.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from opencensus->ray[default,tune]<2.40,>=2.10.0; extra == "all"->autogluon.core[all]==1.2->autogluon) (2.24.1) Requirement already satisfied: pycryptodome in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from opendatalab->openmim<0.4.0,>=0.3.7->autogluon.multimodal==1.2->autogluon) (3.21.0) Requirement already satisfied: openxlab in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from opendatalab->openmim<0.4.0,>=0.3.7->autogluon.multimodal==1.2->autogluon) (0.0.11) Requirement already satisfied: pywin32 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from opendatalab->openmim<0.4.0,>=0.3.7->autogluon.multimodal==1.2->autogluon) (308) Requirement already satisfied: alembic>=1.5.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from optuna->mlforecast==0.13.4->autogluon.timeseries==1.2->autogluon.timeseries[all]==1.2->autogluon) (1.14.1) Requirement already satisfied: colorlog in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from optuna->mlforecast==0.13.4->autogluon.timeseries==1.2->autogluon.timeseries[all]==1.2->autogluon) (6.9.0) Requirement already satisfied: sqlalchemy>=1.4.2 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from optuna->mlforecast==0.13.4->autogluon.timeseries==1.2->autogluon.timeseries[all]==1.2->autogluon) (2.0.38) Requirement already satisfied: narwhals>=1.15.1 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from plotly->catboost<1.3,>=1.2->autogluon.tabular[all]==1.2->autogluon) (1.27.1) Requirement already satisfied: Mako in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from alembic>=1.5.0->optuna->mlforecast==0.13.4->autogluon.timeseries==1.2->autogluon.timeseries[all]==1.2->autogluon) (1.3.9) Requirement already satisfied: googleapis-common-protos<2.0.dev0,>=1.56.2 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from google-api-core<3.0.0,>=1.0.0->opencensus->ray[default,tune]<2.40,>=2.10.0; extra == "all"->autogluon.core[all]==1.2->autogluon) (1.68.0) Requirement already satisfied: proto-plus<2.0.0dev,>=1.22.3 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from google-api-core<3.0.0,>=1.0.0->opencensus->ray[default,tune]<2.40,>=2.10.0; extra == "all"->autogluon.core[all]==1.2->autogluon) (1.26.0) Requirement already satisfied: google-auth<3.0.dev0,>=2.14.1 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from google-api-core<3.0.0,>=1.0.0->opencensus->ray[default,tune]<2.40,>=2.10.0; extra == "all"->autogluon.core[all]==1.2->autogluon) (2.38.0) Requirement already satisfied: marisa-trie>=1.1.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from language-data>=1.2->langcodes<4.0.0,>=3.2.0->spacy<3.8->autogluon.tabular[all]==1.2->autogluon) (1.2.1) Requirement already satisfied: mdurl~=0.1 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from markdown-it-py>=2.2.0->rich->openmim<0.4.0,>=0.3.7->autogluon.multimodal==1.2->autogluon) (0.1.2) Requirement already satisfied: greenlet!=0.4.17 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from sqlalchemy>=1.4.2->optuna->mlforecast==0.13.4->autogluon.timeseries==1.2->autogluon.timeseries[all]==1.2->autogluon) (3.1.1) Requirement already satisfied: soupsieve>1.2 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from beautifulsoup4->gdown>=4.0.0->nlpaug<1.2.0,>=1.1.10->autogluon.multimodal==1.2->autogluon) (2.6) Requirement already satisfied: appdirs~=1.4.3 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from fs->triad>=0.9.7->fugue>=0.9.0->autogluon.timeseries==1.2->autogluon.timeseries[all]==1.2->autogluon) (1.4.4) Requirement already satisfied: PySocks!=1.5.7,>=1.5.6 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from requests[socks]->gdown>=4.0.0->nlpaug<1.2.0,>=1.1.10->autogluon.multimodal==1.2->autogluon) (1.7.1) Requirement already satisfied: cachetools<6.0,>=2.0.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from google-auth<3.0.dev0,>=2.14.1->google-api-core<3.0.0,>=1.0.0->opencensus->ray[default,tune]<2.40,>=2.10.0; extra == "all"->autogluon.core[all]==1.2->autogluon) (5.5.2) Requirement already satisfied: pyasn1-modules>=0.2.1 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from google-auth<3.0.dev0,>=2.14.1->google-api-core<3.0.0,>=1.0.0->opencensus->ray[default,tune]<2.40,>=2.10.0; extra == "all"->autogluon.core[all]==1.2->autogluon) (0.4.1) Requirement already satisfied: rsa<5,>=3.1.4 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from google-auth<3.0.dev0,>=2.14.1->google-api-core<3.0.0,>=1.0.0->opencensus->ray[default,tune]<2.40,>=2.10.0; extra == "all"->autogluon.core[all]==1.2->autogluon) (4.9) Requirement already satisfied: pyasn1<0.7.0,>=0.4.6 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from pyasn1-modules>=0.2.1->google-auth<3.0.dev0,>=2.14.1->google-api-core<3.0.0,>=1.0.0->opencensus->ray[default,tune]<2.40,>=2.10.0; extra == "all"->autogluon.core[all]==1.2->autogluon) (0.6.1)
Setup Kaggle API Key¶
In [2]:
# create the .kaggle directory and an empty kaggle.json file
!mkdir -p /root/.kaggle
!touch /root/.kaggle/kaggle.json
!chmod 600 /root/.kaggle/kaggle.json
The syntax of the command is incorrect. 'touch' is not recognized as an internal or external command, operable program or batch file. 'chmod' is not recognized as an internal or external command, operable program or batch file.
In [3]:
# Fill in your user name and key from creating the kaggle account and API token file
import json
kaggle_username = "FILL_IN_USERNAME"
kaggle_key = "FILL_IN_KEY"
# Save API token the kaggle.json file
with open("C:\\Users\\Nandan\\.kaggle\\kaggle.json", "w") as f:
f.write(json.dumps({"username": kaggle_username, "key": kaggle_key}))
Download and explore dataset¶
In [4]:
!pip install kaggle
Requirement already satisfied: kaggle in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (1.6.17) Requirement already satisfied: six>=1.10 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from kaggle) (1.17.0) Requirement already satisfied: certifi>=2023.7.22 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from kaggle) (2025.1.31) Requirement already satisfied: python-dateutil in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from kaggle) (2.9.0.post0) Requirement already satisfied: requests in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from kaggle) (2.32.3) Requirement already satisfied: tqdm in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from kaggle) (4.67.1) Requirement already satisfied: python-slugify in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from kaggle) (8.0.4) Requirement already satisfied: urllib3 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from kaggle) (2.3.0) Requirement already satisfied: bleach in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from kaggle) (6.2.0) Requirement already satisfied: webencodings in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from bleach->kaggle) (0.5.1) Requirement already satisfied: text-unidecode>=1.3 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from python-slugify->kaggle) (1.3) Requirement already satisfied: charset-normalizer<4,>=2 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from requests->kaggle) (3.4.1) Requirement already satisfied: idna<4,>=2.5 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from requests->kaggle) (3.10) Requirement already satisfied: colorama in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from tqdm->kaggle) (0.4.6)
Go to the bike sharing demand competition and agree to the terms¶
In [5]:
# Download the dataset, it will be in a .zip file so you'll need to unzip it as well.
!kaggle competitions download -c bike-sharing-demand
# If you already downloaded it you can use the -o command to overwrite the file
401 - Unauthorized - Unauthenticated
In [6]:
# If you already downloaded it you can use the -o command to overwrite the file
import zipfile
# Path to the ZIP file
zip_file = "bike-sharing-demand.zip"
# Extracting the ZIP file
with zipfile.ZipFile(zip_file, "r") as zip_ref:
zip_ref.extractall(".") # Extracts files in the current directory
print("✅ Extraction complete! Files are ready to use.")
✅ Extraction complete! Files are ready to use.
In [7]:
import pandas as pd
from autogluon.tabular import TabularPredictor
C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\tqdm\auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html from .autonotebook import tqdm as notebook_tqdm
In [8]:
# Create the train dataset in pandas by reading the csv
# Set the parsing of the datetime column so you can use some of the `dt` features in pandas later
train = pd.read_csv("train.csv")
train.head()
Out[8]:
| datetime | season | holiday | workingday | weather | temp | atemp | humidity | windspeed | casual | registered | count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2011-01-01 00:00:00 | 1 | 0 | 0 | 1 | 9.84 | 14.395 | 81 | 0.0 | 3 | 13 | 16 |
| 1 | 2011-01-01 01:00:00 | 1 | 0 | 0 | 1 | 9.02 | 13.635 | 80 | 0.0 | 8 | 32 | 40 |
| 2 | 2011-01-01 02:00:00 | 1 | 0 | 0 | 1 | 9.02 | 13.635 | 80 | 0.0 | 5 | 27 | 32 |
| 3 | 2011-01-01 03:00:00 | 1 | 0 | 0 | 1 | 9.84 | 14.395 | 75 | 0.0 | 3 | 10 | 13 |
| 4 | 2011-01-01 04:00:00 | 1 | 0 | 0 | 1 | 9.84 | 14.395 | 75 | 0.0 | 0 | 1 | 1 |
In [9]:
# Simple output of the train dataset to view some of the min/max/varition of the dataset features.
train.describe()
Out[9]:
| season | holiday | workingday | weather | temp | atemp | humidity | windspeed | casual | registered | count | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 10886.000000 | 10886.000000 | 10886.000000 | 10886.000000 | 10886.00000 | 10886.000000 | 10886.000000 | 10886.000000 | 10886.000000 | 10886.000000 | 10886.000000 |
| mean | 2.506614 | 0.028569 | 0.680875 | 1.418427 | 20.23086 | 23.655084 | 61.886460 | 12.799395 | 36.021955 | 155.552177 | 191.574132 |
| std | 1.116174 | 0.166599 | 0.466159 | 0.633839 | 7.79159 | 8.474601 | 19.245033 | 8.164537 | 49.960477 | 151.039033 | 181.144454 |
| min | 1.000000 | 0.000000 | 0.000000 | 1.000000 | 0.82000 | 0.760000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 1.000000 |
| 25% | 2.000000 | 0.000000 | 0.000000 | 1.000000 | 13.94000 | 16.665000 | 47.000000 | 7.001500 | 4.000000 | 36.000000 | 42.000000 |
| 50% | 3.000000 | 0.000000 | 1.000000 | 1.000000 | 20.50000 | 24.240000 | 62.000000 | 12.998000 | 17.000000 | 118.000000 | 145.000000 |
| 75% | 4.000000 | 0.000000 | 1.000000 | 2.000000 | 26.24000 | 31.060000 | 77.000000 | 16.997900 | 49.000000 | 222.000000 | 284.000000 |
| max | 4.000000 | 1.000000 | 1.000000 | 4.000000 | 41.00000 | 45.455000 | 100.000000 | 56.996900 | 367.000000 | 886.000000 | 977.000000 |
In [10]:
# Create the test pandas dataframe in pandas by reading the csv, remember to parse the datetime!
test = pd.read_csv("test.csv")
test.head()
Out[10]:
| datetime | season | holiday | workingday | weather | temp | atemp | humidity | windspeed | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | 2011-01-20 00:00:00 | 1 | 0 | 1 | 1 | 10.66 | 11.365 | 56 | 26.0027 |
| 1 | 2011-01-20 01:00:00 | 1 | 0 | 1 | 1 | 10.66 | 13.635 | 56 | 0.0000 |
| 2 | 2011-01-20 02:00:00 | 1 | 0 | 1 | 1 | 10.66 | 13.635 | 56 | 0.0000 |
| 3 | 2011-01-20 03:00:00 | 1 | 0 | 1 | 1 | 10.66 | 12.880 | 56 | 11.0014 |
| 4 | 2011-01-20 04:00:00 | 1 | 0 | 1 | 1 | 10.66 | 12.880 | 56 | 11.0014 |
In [11]:
# Same thing as train and test dataset
submission = pd.read_csv("sampleSubmission.csv")
submission.head()
Out[11]:
| datetime | count | |
|---|---|---|
| 0 | 2011-01-20 00:00:00 | 0 |
| 1 | 2011-01-20 01:00:00 | 0 |
| 2 | 2011-01-20 02:00:00 | 0 |
| 3 | 2011-01-20 03:00:00 | 0 |
| 4 | 2011-01-20 04:00:00 | 0 |
Step 3: Train a model using AutoGluon’s Tabular Prediction¶
Requirements:
- We are prediting
count, so it is the label we are setting. - Ignore
casualandregisteredcolumns as they are also not present in the test dataset. - Use the
root_mean_squared_erroras the metric to use for evaluation. - Set a time limit of 10 minutes (600 seconds).
- Use the preset
best_qualityto focus on creating the best model.
In [12]:
# Ignore "casual" and "registered" columns
train= train.drop(columns=["casual", "registered"])
In [13]:
predictor = TabularPredictor(label="count", eval_metric="root_mean_squared_error").fit(train,
time_limit=600, # 10 minutes
presets="best_quality")
No path specified. Models will be saved in: "AutogluonModels\ag-20250222_022435"
Verbosity: 2 (Standard Logging)
=================== System Info ===================
AutoGluon Version: 1.2
Python Version: 3.11.9
Operating System: Windows
Platform Machine: AMD64
Platform Version: 10.0.26100
CPU Count: 18
Memory Avail: 5.39 GB / 15.43 GB (34.9%)
Disk Space Avail: 343.51 GB / 475.85 GB (72.2%)
===================================================
Presets specified: ['best_quality']
Setting dynamic_stacking from 'auto' to True. Reason: Enable dynamic_stacking when use_bag_holdout is disabled. (use_bag_holdout=False)
Stack configuration (auto_stack=True): num_stack_levels=1, num_bag_folds=8, num_bag_sets=1
DyStack is enabled (dynamic_stacking=True). AutoGluon will try to determine whether the input data is affected by stacked overfitting and enable or disable stacking as a consequence.
This is used to identify the optimal `num_stack_levels` value. Copies of AutoGluon will be fit on subsets of the data. Then holdout validation data is used to detect stacked overfitting.
Running DyStack for up to 150s of the 600s of remaining time (25%).
2025-02-22 07:54:37,966 INFO util.py:154 -- Missing packages: ['ipywidgets']. Run `pip install -U ipywidgets`, then restart the notebook server for rich notebook output.
Running DyStack sub-fit in a ray process to avoid memory leakage. Enabling ray logging (enable_ray_logging=True). Specify `ds_args={'enable_ray_logging': False}` if you experience logging issues.
C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\tabular\predictor\predictor.py:1380: UserWarning: Failed to use ray for memory safe fits. Falling back to normal fit. Error: OSError(0, 'AssignProcessToJobObject() failed')
stacked_overfitting = self._sub_fit_memory_save_wrapper(
Context path: "c:\Users\Nandan\AWSMLENGINEERNANODEGREE\AWS\project\AutogluonModels\ag-20250222_022435\ds_sub_fit\sub_fit_ho"
Running DyStack sub-fit ...
Beginning AutoGluon training ... Time limit = 145s
AutoGluon will save models to "c:\Users\Nandan\AWSMLENGINEERNANODEGREE\AWS\project\AutogluonModels\ag-20250222_022435\ds_sub_fit\sub_fit_ho"
Train Data Rows: 9676
Train Data Columns: 9
Label Column: count
Problem Type: regression
Preprocessing data ...
Using Feature Generators to preprocess the data ...
Fitting AutoMLPipelineFeatureGenerator...
Available Memory: 5569.42 MB
Train Data (Original) Memory Usage: 1.29 MB (0.0% of available memory)
Inferring data type of each feature based on column values. Set feature_metadata_in to manually specify special dtypes of the features.
Stage 1 Generators:
Fitting AsTypeFeatureGenerator...
Note: Converting 2 features to boolean dtype as they only contain 2 unique values.
Stage 2 Generators:
Fitting FillNaFeatureGenerator...
Stage 3 Generators:
Fitting IdentityFeatureGenerator...
Fitting DatetimeFeatureGenerator...
Stage 4 Generators:
Fitting DropUniqueFeatureGenerator...
Stage 5 Generators:
Fitting DropDuplicatesFeatureGenerator...
Types of features in original data (raw dtype, special dtypes):
('float', []) : 3 | ['temp', 'atemp', 'windspeed']
('int', []) : 5 | ['season', 'holiday', 'workingday', 'weather', 'humidity']
('object', ['datetime_as_object']) : 1 | ['datetime']
Types of features in processed data (raw dtype, special dtypes):
('float', []) : 3 | ['temp', 'atemp', 'windspeed']
('int', []) : 3 | ['season', 'weather', 'humidity']
('int', ['bool']) : 2 | ['holiday', 'workingday']
('int', ['datetime_as_int']) : 5 | ['datetime', 'datetime.year', 'datetime.month', 'datetime.day', 'datetime.dayofweek']
0.1s = Fit runtime
9 features in original data used to generate 13 features in processed data.
Train Data (Processed) Memory Usage: 0.83 MB (0.0% of available memory)
Data preprocessing and feature engineering runtime = 0.08s ...
AutoGluon will gauge predictive performance using evaluation metric: 'root_mean_squared_error'
This metric's sign has been flipped to adhere to being higher_is_better. The metric score can be multiplied by -1 to get the metric value.
To change this, specify the eval_metric parameter of Predictor()
Large model count detected (112 configs) ... Only displaying the first 3 models of each family. To see all, set `verbosity=3`.
User-specified model hyperparameters to be fit:
{
'NN_TORCH': [{}, {'activation': 'elu', 'dropout_prob': 0.10077639529843717, 'hidden_size': 108, 'learning_rate': 0.002735937344002146, 'num_layers': 4, 'use_batchnorm': True, 'weight_decay': 1.356433327634438e-12, 'ag_args': {'name_suffix': '_r79', 'priority': -2}}, {'activation': 'elu', 'dropout_prob': 0.11897478034205347, 'hidden_size': 213, 'learning_rate': 0.0010474382260641949, 'num_layers': 4, 'use_batchnorm': False, 'weight_decay': 5.594471067786272e-10, 'ag_args': {'name_suffix': '_r22', 'priority': -7}}],
'GBM': [{'extra_trees': True, 'ag_args': {'name_suffix': 'XT'}}, {}, {'learning_rate': 0.03, 'num_leaves': 128, 'feature_fraction': 0.9, 'min_data_in_leaf': 3, 'ag_args': {'name_suffix': 'Large', 'priority': 0, 'hyperparameter_tune_kwargs': None}}],
'CAT': [{}, {'depth': 6, 'grow_policy': 'SymmetricTree', 'l2_leaf_reg': 2.1542798306067823, 'learning_rate': 0.06864209415792857, 'max_ctr_complexity': 4, 'one_hot_max_size': 10, 'ag_args': {'name_suffix': '_r177', 'priority': -1}}, {'depth': 8, 'grow_policy': 'Depthwise', 'l2_leaf_reg': 2.7997999596449104, 'learning_rate': 0.031375015734637225, 'max_ctr_complexity': 2, 'one_hot_max_size': 3, 'ag_args': {'name_suffix': '_r9', 'priority': -5}}],
'XGB': [{}, {'colsample_bytree': 0.6917311125174739, 'enable_categorical': False, 'learning_rate': 0.018063876087523967, 'max_depth': 10, 'min_child_weight': 0.6028633586934382, 'ag_args': {'name_suffix': '_r33', 'priority': -8}}, {'colsample_bytree': 0.6628423832084077, 'enable_categorical': False, 'learning_rate': 0.08775715546881824, 'max_depth': 5, 'min_child_weight': 0.6294123374222513, 'ag_args': {'name_suffix': '_r89', 'priority': -16}}],
'FASTAI': [{}, {'bs': 256, 'emb_drop': 0.5411770367537934, 'epochs': 43, 'layers': [800, 400], 'lr': 0.01519848858318159, 'ps': 0.23782946566604385, 'ag_args': {'name_suffix': '_r191', 'priority': -4}}, {'bs': 2048, 'emb_drop': 0.05070411322605811, 'epochs': 29, 'layers': [200, 100], 'lr': 0.08974235041576624, 'ps': 0.10393466140748028, 'ag_args': {'name_suffix': '_r102', 'priority': -11}}],
'RF': [{'criterion': 'gini', 'ag_args': {'name_suffix': 'Gini', 'problem_types': ['binary', 'multiclass']}}, {'criterion': 'entropy', 'ag_args': {'name_suffix': 'Entr', 'problem_types': ['binary', 'multiclass']}}, {'criterion': 'squared_error', 'ag_args': {'name_suffix': 'MSE', 'problem_types': ['regression', 'quantile']}}],
'XT': [{'criterion': 'gini', 'ag_args': {'name_suffix': 'Gini', 'problem_types': ['binary', 'multiclass']}}, {'criterion': 'entropy', 'ag_args': {'name_suffix': 'Entr', 'problem_types': ['binary', 'multiclass']}}, {'criterion': 'squared_error', 'ag_args': {'name_suffix': 'MSE', 'problem_types': ['regression', 'quantile']}}],
'KNN': [{'weights': 'uniform', 'ag_args': {'name_suffix': 'Unif'}}, {'weights': 'distance', 'ag_args': {'name_suffix': 'Dist'}}],
}
AutoGluon will fit 2 stack levels (L1 to L2) ...
Fitting 108 L1 models, fit_strategy="sequential" ...
Fitting model: KNeighborsUnif_BAG_L1 ... Training model for up to 96.48s of the 144.74s of remaining time.
-107.3776 = Validation score (-root_mean_squared_error)
0.02s = Training runtime
0.04s = Validation runtime
Fitting model: KNeighborsDist_BAG_L1 ... Training model for up to 88.00s of the 136.27s of remaining time.
-89.9155 = Validation score (-root_mean_squared_error)
0.02s = Training runtime
0.03s = Validation runtime
Fitting model: LightGBMXT_BAG_L1 ... Training model for up to 87.95s of the 136.21s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.15%)
Warning: Exception caused LightGBMXT_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBM_BAG_L1 ... Training model for up to 86.11s of the 134.38s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.15%)
Warning: Exception caused LightGBM_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: RandomForestMSE_BAG_L1 ... Training model for up to 84.28s of the 132.55s of remaining time.
-119.5485 = Validation score (-root_mean_squared_error)
1.94s = Training runtime
0.46s = Validation runtime
Fitting model: CatBoost_BAG_L1 ... Training model for up to 81.64s of the 129.91s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.21%)
Warning: Exception caused CatBoost_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: ExtraTreesMSE_BAG_L1 ... Training model for up to 79.69s of the 127.96s of remaining time.
-126.0411 = Validation score (-root_mean_squared_error)
0.77s = Training runtime
0.44s = Validation runtime
Fitting model: NeuralNetFastAI_BAG_L1 ... Training model for up to 78.21s of the 126.48s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.21%)
Warning: Exception caused NeuralNetFastAI_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: XGBoost_BAG_L1 ... Training model for up to 76.47s of the 124.74s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.26%)
Warning: Exception caused XGBoost_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_BAG_L1 ... Training model for up to 74.51s of the 122.78s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.11%)
Warning: Exception caused NeuralNetTorch_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBMLarge_BAG_L1 ... Training model for up to 72.71s of the 120.97s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.32%)
Warning: Exception caused LightGBMLarge_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: CatBoost_r177_BAG_L1 ... Training model for up to 70.84s of the 119.11s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.22%)
Warning: Exception caused CatBoost_r177_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_r79_BAG_L1 ... Training model for up to 69.03s of the 117.30s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.12%)
Warning: Exception caused NeuralNetTorch_r79_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBM_r131_BAG_L1 ... Training model for up to 67.20s of the 115.46s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.21%)
Warning: Exception caused LightGBM_r131_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r191_BAG_L1 ... Training model for up to 65.31s of the 113.58s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.22%)
Warning: Exception caused NeuralNetFastAI_r191_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: CatBoost_r9_BAG_L1 ... Training model for up to 63.47s of the 111.74s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.54%)
Warning: Exception caused CatBoost_r9_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBM_r96_BAG_L1 ... Training model for up to 61.59s of the 109.86s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.15%)
Warning: Exception caused LightGBM_r96_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_r22_BAG_L1 ... Training model for up to 59.60s of the 107.87s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.12%)
Warning: Exception caused NeuralNetTorch_r22_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: XGBoost_r33_BAG_L1 ... Training model for up to 57.69s of the 105.96s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.04%)
Warning: Exception caused XGBoost_r33_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: ExtraTrees_r42_BAG_L1 ... Training model for up to 55.79s of the 104.06s of remaining time.
-125.2353 = Validation score (-root_mean_squared_error)
0.84s = Training runtime
0.44s = Validation runtime
Fitting model: CatBoost_r137_BAG_L1 ... Training model for up to 54.23s of the 102.50s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.17%)
Warning: Exception caused CatBoost_r137_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r102_BAG_L1 ... Training model for up to 52.27s of the 100.54s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.24%)
Warning: Exception caused NeuralNetFastAI_r102_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: CatBoost_r13_BAG_L1 ... Training model for up to 50.35s of the 98.62s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.60%)
Warning: Exception caused CatBoost_r13_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: RandomForest_r195_BAG_L1 ... Training model for up to 48.33s of the 96.60s of remaining time.
-119.2947 = Validation score (-root_mean_squared_error)
1.23s = Training runtime
0.48s = Validation runtime
Fitting model: LightGBM_r188_BAG_L1 ... Training model for up to 46.30s of the 94.57s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.39%)
Warning: Exception caused LightGBM_r188_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r145_BAG_L1 ... Training model for up to 44.27s of the 92.54s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.25%)
Warning: Exception caused NeuralNetFastAI_r145_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: XGBoost_r89_BAG_L1 ... Training model for up to 42.35s of the 90.62s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.31%)
Warning: Exception caused XGBoost_r89_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_r30_BAG_L1 ... Training model for up to 40.37s of the 88.64s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.14%)
Warning: Exception caused NeuralNetTorch_r30_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBM_r130_BAG_L1 ... Training model for up to 38.20s of the 86.47s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.32%)
Warning: Exception caused LightGBM_r130_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_r86_BAG_L1 ... Training model for up to 36.19s of the 84.46s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.14%)
Warning: Exception caused NeuralNetTorch_r86_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: CatBoost_r50_BAG_L1 ... Training model for up to 34.22s of the 82.49s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.18%)
Warning: Exception caused CatBoost_r50_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r11_BAG_L1 ... Training model for up to 32.15s of the 80.42s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.26%)
Warning: Exception caused NeuralNetFastAI_r11_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: XGBoost_r194_BAG_L1 ... Training model for up to 30.10s of the 78.37s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.46%)
Warning: Exception caused XGBoost_r194_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: ExtraTrees_r172_BAG_L1 ... Training model for up to 27.92s of the 76.18s of remaining time.
-131.2571 = Validation score (-root_mean_squared_error)
0.6s = Training runtime
0.35s = Validation runtime
Fitting model: CatBoost_r69_BAG_L1 ... Training model for up to 26.88s of the 75.14s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.23%)
Warning: Exception caused CatBoost_r69_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r103_BAG_L1 ... Training model for up to 24.80s of the 73.07s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.28%)
Warning: Exception caused NeuralNetFastAI_r103_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_r14_BAG_L1 ... Training model for up to 22.66s of the 70.92s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.16%)
Warning: Exception caused NeuralNetTorch_r14_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBM_r161_BAG_L1 ... Training model for up to 20.60s of the 68.87s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.72%)
Warning: Exception caused LightGBM_r161_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r143_BAG_L1 ... Training model for up to 18.48s of the 66.75s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.30%)
Warning: Exception caused NeuralNetFastAI_r143_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: CatBoost_r70_BAG_L1 ... Training model for up to 16.39s of the 64.65s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.32%)
Warning: Exception caused CatBoost_r70_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r156_BAG_L1 ... Training model for up to 14.29s of the 62.56s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.31%)
Warning: Exception caused NeuralNetFastAI_r156_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBM_r196_BAG_L1 ... Training model for up to 12.15s of the 60.42s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.45%)
Warning: Exception caused LightGBM_r196_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: RandomForest_r39_BAG_L1 ... Training model for up to 10.12s of the 58.39s of remaining time.
-122.4615 = Validation score (-root_mean_squared_error)
1.02s = Training runtime
0.3s = Validation runtime
Fitting model: CatBoost_r167_BAG_L1 ... Training model for up to 8.67s of the 56.94s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.47%)
Warning: Exception caused CatBoost_r167_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r95_BAG_L1 ... Training model for up to 6.47s of the 54.74s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.31%)
Warning: Exception caused NeuralNetFastAI_r95_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_r41_BAG_L1 ... Training model for up to 4.41s of the 52.68s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.18%)
Warning: Exception caused NeuralNetTorch_r41_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: XGBoost_r98_BAG_L1 ... Training model for up to 2.40s of the 50.67s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.87%)
Warning: Exception caused XGBoost_r98_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBM_r15_BAG_L1 ... Training model for up to 0.34s of the 48.61s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.24%)
Warning: Exception caused LightGBM_r15_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: WeightedEnsemble_L2 ... Training model for up to 144.75s of the 46.42s of remaining time.
Ensemble Weights: {'KNeighborsDist_BAG_L1': 1.0}
-89.9155 = Validation score (-root_mean_squared_error)
0.02s = Training runtime
0.0s = Validation runtime
Fitting 106 L2 models, fit_strategy="sequential" ...
Fitting model: LightGBMXT_BAG_L2 ... Training model for up to 46.36s of the 46.33s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.38%)
Warning: Exception caused LightGBMXT_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBM_BAG_L2 ... Training model for up to 44.18s of the 44.15s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.39%)
Warning: Exception caused LightGBM_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: RandomForestMSE_BAG_L2 ... Training model for up to 42.10s of the 42.07s of remaining time.
-66.5207 = Validation score (-root_mean_squared_error)
4.56s = Training runtime
0.39s = Validation runtime
Fitting model: CatBoost_BAG_L2 ... Training model for up to 36.93s of the 36.91s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.57%)
Warning: Exception caused CatBoost_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: ExtraTreesMSE_BAG_L2 ... Training model for up to 34.67s of the 34.64s of remaining time.
-66.8757 = Validation score (-root_mean_squared_error)
1.3s = Training runtime
0.45s = Validation runtime
Fitting model: NeuralNetFastAI_BAG_L2 ... Training model for up to 32.65s of the 32.62s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.50%)
Warning: Exception caused NeuralNetFastAI_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: XGBoost_BAG_L2 ... Training model for up to 30.39s of the 30.36s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.67%)
Warning: Exception caused XGBoost_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_BAG_L2 ... Training model for up to 28.21s of the 28.18s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.28%)
Warning: Exception caused NeuralNetTorch_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBMLarge_BAG_L2 ... Training model for up to 25.90s of the 25.87s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.91%)
Warning: Exception caused LightGBMLarge_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: CatBoost_r177_BAG_L2 ... Training model for up to 23.62s of the 23.59s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.61%)
Warning: Exception caused CatBoost_r177_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_r79_BAG_L2 ... Training model for up to 21.23s of the 21.20s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.29%)
Warning: Exception caused NeuralNetTorch_r79_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBM_r131_BAG_L2 ... Training model for up to 19.02s of the 18.99s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.58%)
Warning: Exception caused LightGBM_r131_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r191_BAG_L2 ... Training model for up to 16.68s of the 16.65s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.57%)
Warning: Exception caused NeuralNetFastAI_r191_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: CatBoost_r9_BAG_L2 ... Training model for up to 14.47s of the 14.44s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.68%)
Warning: Exception caused CatBoost_r9_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBM_r96_BAG_L2 ... Training model for up to 12.26s of the 12.24s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.42%)
Warning: Exception caused LightGBM_r96_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_r22_BAG_L2 ... Training model for up to 10.04s of the 10.01s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.34%)
Warning: Exception caused NeuralNetTorch_r22_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: XGBoost_r33_BAG_L2 ... Training model for up to 7.81s of the 7.79s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=3.42%)
Warning: Exception caused XGBoost_r33_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: ExtraTrees_r42_BAG_L2 ... Training model for up to 5.49s of the 5.46s of remaining time.
-69.8123 = Validation score (-root_mean_squared_error)
0.95s = Training runtime
0.4s = Validation runtime
Fitting model: CatBoost_r137_BAG_L2 ... Training model for up to 3.87s of the 3.84s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.49%)
Warning: Exception caused CatBoost_r137_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r102_BAG_L2 ... Training model for up to 1.62s of the 1.59s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.70%)
Warning: Exception caused NeuralNetFastAI_r102_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: WeightedEnsemble_L3 ... Training model for up to 144.75s of the -0.80s of remaining time.
Ensemble Weights: {'RandomForestMSE_BAG_L2': 0.562, 'ExtraTreesMSE_BAG_L2': 0.438}
-65.9626 = Validation score (-root_mean_squared_error)
0.02s = Training runtime
0.0s = Validation runtime
AutoGluon training complete, total runtime = 145.67s ... Best model: WeightedEnsemble_L3 | Estimated inference throughput: 2864.1 rows/s (9676 batch size)
TabularPredictor saved. To load, use: predictor = TabularPredictor.load("c:\Users\Nandan\AWSMLENGINEERNANODEGREE\AWS\project\AutogluonModels\ag-20250222_022435\ds_sub_fit\sub_fit_ho")
Deleting DyStack predictor artifacts (clean_up_fits=True) ...
Leaderboard on holdout data (DyStack):
model score_holdout score_val eval_metric pred_time_test pred_time_val fit_time pred_time_test_marginal pred_time_val_marginal fit_time_marginal stack_level can_infer fit_order
0 RandomForestMSE_BAG_L2 -67.893130 -66.520677 root_mean_squared_error 2.259179 2.933127 11.006477 0.325886 0.385949 4.556896 2 True 10
1 WeightedEnsemble_L3 -67.920948 -65.962622 root_mean_squared_error 2.595374 3.378426 12.329605 0.018909 0.000000 0.021432 3 True 13
2 ExtraTreesMSE_BAG_L2 -69.313343 -66.875737 root_mean_squared_error 2.250580 2.992477 7.751276 0.317287 0.445298 1.301696 2 True 11
3 ExtraTrees_r42_BAG_L2 -72.070915 -69.812312 root_mean_squared_error 2.256763 2.945067 7.397318 0.323469 0.397888 0.947738 2 True 12
4 KNeighborsDist_BAG_L1 -92.481676 -89.915546 root_mean_squared_error 0.055877 0.027771 0.020625 0.055877 0.027771 0.020625 1 True 2
5 WeightedEnsemble_L2 -92.481676 -89.915546 root_mean_squared_error 0.055877 0.028771 0.042752 0.000000 0.001001 0.022127 2 True 9
6 KNeighborsUnif_BAG_L1 -109.955256 -107.377627 root_mean_squared_error 0.049597 0.040914 0.019378 0.049597 0.040914 0.019378 1 True 1
7 RandomForestMSE_BAG_L1 -118.495627 -119.548529 root_mean_squared_error 0.363230 0.461010 1.937690 0.363230 0.461010 1.937690 1 True 3
8 RandomForest_r195_BAG_L1 -118.972580 -119.294747 root_mean_squared_error 0.350222 0.480377 1.234925 0.350222 0.480377 1.234925 1 True 6
9 RandomForest_r39_BAG_L1 -121.707345 -122.461452 root_mean_squared_error 0.216655 0.299395 1.019658 0.216655 0.299395 1.019658 1 True 8
10 ExtraTrees_r42_BAG_L1 -125.650742 -125.235303 root_mean_squared_error 0.349923 0.442940 0.842106 0.349923 0.442940 0.842106 1 True 5
11 ExtraTreesMSE_BAG_L1 -126.116332 -126.041120 root_mean_squared_error 0.397936 0.443083 0.771302 0.397936 0.443083 0.771302 1 True 4
12 ExtraTrees_r172_BAG_L1 -130.067358 -131.257057 root_mean_squared_error 0.149853 0.351689 0.603897 0.149853 0.351689 0.603897 1 True 7
1 = Optimal num_stack_levels (Stacked Overfitting Occurred: False)
154s = DyStack runtime | 446s = Remaining runtime
Starting main fit with num_stack_levels=1.
For future fit calls on this dataset, you can skip DyStack to save time: `predictor.fit(..., dynamic_stacking=False, num_stack_levels=1)`
Beginning AutoGluon training ... Time limit = 446s
AutoGluon will save models to "c:\Users\Nandan\AWSMLENGINEERNANODEGREE\AWS\project\AutogluonModels\ag-20250222_022435"
Train Data Rows: 10886
Train Data Columns: 9
Label Column: count
Problem Type: regression
Preprocessing data ...
Using Feature Generators to preprocess the data ...
Fitting AutoMLPipelineFeatureGenerator...
Available Memory: 2471.46 MB
Train Data (Original) Memory Usage: 1.45 MB (0.1% of available memory)
Inferring data type of each feature based on column values. Set feature_metadata_in to manually specify special dtypes of the features.
Stage 1 Generators:
Fitting AsTypeFeatureGenerator...
Note: Converting 2 features to boolean dtype as they only contain 2 unique values.
Stage 2 Generators:
Fitting FillNaFeatureGenerator...
Stage 3 Generators:
Fitting IdentityFeatureGenerator...
Fitting DatetimeFeatureGenerator...
Stage 4 Generators:
Fitting DropUniqueFeatureGenerator...
Stage 5 Generators:
Fitting DropDuplicatesFeatureGenerator...
Types of features in original data (raw dtype, special dtypes):
('float', []) : 3 | ['temp', 'atemp', 'windspeed']
('int', []) : 5 | ['season', 'holiday', 'workingday', 'weather', 'humidity']
('object', ['datetime_as_object']) : 1 | ['datetime']
Types of features in processed data (raw dtype, special dtypes):
('float', []) : 3 | ['temp', 'atemp', 'windspeed']
('int', []) : 3 | ['season', 'weather', 'humidity']
('int', ['bool']) : 2 | ['holiday', 'workingday']
('int', ['datetime_as_int']) : 5 | ['datetime', 'datetime.year', 'datetime.month', 'datetime.day', 'datetime.dayofweek']
0.1s = Fit runtime
9 features in original data used to generate 13 features in processed data.
Train Data (Processed) Memory Usage: 0.93 MB (0.0% of available memory)
Data preprocessing and feature engineering runtime = 0.1s ...
AutoGluon will gauge predictive performance using evaluation metric: 'root_mean_squared_error'
This metric's sign has been flipped to adhere to being higher_is_better. The metric score can be multiplied by -1 to get the metric value.
To change this, specify the eval_metric parameter of Predictor()
Large model count detected (112 configs) ... Only displaying the first 3 models of each family. To see all, set `verbosity=3`.
User-specified model hyperparameters to be fit:
{
'NN_TORCH': [{}, {'activation': 'elu', 'dropout_prob': 0.10077639529843717, 'hidden_size': 108, 'learning_rate': 0.002735937344002146, 'num_layers': 4, 'use_batchnorm': True, 'weight_decay': 1.356433327634438e-12, 'ag_args': {'name_suffix': '_r79', 'priority': -2}}, {'activation': 'elu', 'dropout_prob': 0.11897478034205347, 'hidden_size': 213, 'learning_rate': 0.0010474382260641949, 'num_layers': 4, 'use_batchnorm': False, 'weight_decay': 5.594471067786272e-10, 'ag_args': {'name_suffix': '_r22', 'priority': -7}}],
'GBM': [{'extra_trees': True, 'ag_args': {'name_suffix': 'XT'}}, {}, {'learning_rate': 0.03, 'num_leaves': 128, 'feature_fraction': 0.9, 'min_data_in_leaf': 3, 'ag_args': {'name_suffix': 'Large', 'priority': 0, 'hyperparameter_tune_kwargs': None}}],
'CAT': [{}, {'depth': 6, 'grow_policy': 'SymmetricTree', 'l2_leaf_reg': 2.1542798306067823, 'learning_rate': 0.06864209415792857, 'max_ctr_complexity': 4, 'one_hot_max_size': 10, 'ag_args': {'name_suffix': '_r177', 'priority': -1}}, {'depth': 8, 'grow_policy': 'Depthwise', 'l2_leaf_reg': 2.7997999596449104, 'learning_rate': 0.031375015734637225, 'max_ctr_complexity': 2, 'one_hot_max_size': 3, 'ag_args': {'name_suffix': '_r9', 'priority': -5}}],
'XGB': [{}, {'colsample_bytree': 0.6917311125174739, 'enable_categorical': False, 'learning_rate': 0.018063876087523967, 'max_depth': 10, 'min_child_weight': 0.6028633586934382, 'ag_args': {'name_suffix': '_r33', 'priority': -8}}, {'colsample_bytree': 0.6628423832084077, 'enable_categorical': False, 'learning_rate': 0.08775715546881824, 'max_depth': 5, 'min_child_weight': 0.6294123374222513, 'ag_args': {'name_suffix': '_r89', 'priority': -16}}],
'FASTAI': [{}, {'bs': 256, 'emb_drop': 0.5411770367537934, 'epochs': 43, 'layers': [800, 400], 'lr': 0.01519848858318159, 'ps': 0.23782946566604385, 'ag_args': {'name_suffix': '_r191', 'priority': -4}}, {'bs': 2048, 'emb_drop': 0.05070411322605811, 'epochs': 29, 'layers': [200, 100], 'lr': 0.08974235041576624, 'ps': 0.10393466140748028, 'ag_args': {'name_suffix': '_r102', 'priority': -11}}],
'RF': [{'criterion': 'gini', 'ag_args': {'name_suffix': 'Gini', 'problem_types': ['binary', 'multiclass']}}, {'criterion': 'entropy', 'ag_args': {'name_suffix': 'Entr', 'problem_types': ['binary', 'multiclass']}}, {'criterion': 'squared_error', 'ag_args': {'name_suffix': 'MSE', 'problem_types': ['regression', 'quantile']}}],
'XT': [{'criterion': 'gini', 'ag_args': {'name_suffix': 'Gini', 'problem_types': ['binary', 'multiclass']}}, {'criterion': 'entropy', 'ag_args': {'name_suffix': 'Entr', 'problem_types': ['binary', 'multiclass']}}, {'criterion': 'squared_error', 'ag_args': {'name_suffix': 'MSE', 'problem_types': ['regression', 'quantile']}}],
'KNN': [{'weights': 'uniform', 'ag_args': {'name_suffix': 'Unif'}}, {'weights': 'distance', 'ag_args': {'name_suffix': 'Dist'}}],
}
AutoGluon will fit 2 stack levels (L1 to L2) ...
Fitting 108 L1 models, fit_strategy="sequential" ...
Fitting model: KNeighborsUnif_BAG_L1 ... Training model for up to 297.04s of the 445.66s of remaining time.
-101.5882 = Validation score (-root_mean_squared_error)
0.04s = Training runtime
0.03s = Validation runtime
Fitting model: KNeighborsDist_BAG_L1 ... Training model for up to 296.93s of the 445.55s of remaining time.
-84.1464 = Validation score (-root_mean_squared_error)
0.04s = Training runtime
0.03s = Validation runtime
Fitting model: LightGBMXT_BAG_L1 ... Training model for up to 296.82s of the 445.44s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.32%)
Warning: Exception caused LightGBMXT_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBM_BAG_L1 ... Training model for up to 294.47s of the 443.09s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.33%)
Warning: Exception caused LightGBM_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: RandomForestMSE_BAG_L1 ... Training model for up to 292.09s of the 440.72s of remaining time.
-116.5484 = Validation score (-root_mean_squared_error)
1.68s = Training runtime
0.37s = Validation runtime
Fitting model: CatBoost_BAG_L1 ... Training model for up to 289.73s of the 438.35s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.49%)
Warning: Exception caused CatBoost_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: ExtraTreesMSE_BAG_L1 ... Training model for up to 287.36s of the 435.99s of remaining time.
-124.6007 = Validation score (-root_mean_squared_error)
0.82s = Training runtime
0.37s = Validation runtime
Fitting model: NeuralNetFastAI_BAG_L1 ... Training model for up to 285.82s of the 434.44s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.48%)
Warning: Exception caused NeuralNetFastAI_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: XGBoost_BAG_L1 ... Training model for up to 283.42s of the 432.04s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.60%)
Warning: Exception caused XGBoost_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_BAG_L1 ... Training model for up to 280.82s of the 429.44s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.28%)
Warning: Exception caused NeuralNetTorch_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBMLarge_BAG_L1 ... Training model for up to 278.36s of the 426.98s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.76%)
Warning: Exception caused LightGBMLarge_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: CatBoost_r177_BAG_L1 ... Training model for up to 275.71s of the 424.34s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.55%)
Warning: Exception caused CatBoost_r177_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_r79_BAG_L1 ... Training model for up to 273.28s of the 421.91s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.30%)
Warning: Exception caused NeuralNetTorch_r79_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBM_r131_BAG_L1 ... Training model for up to 270.68s of the 419.30s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.55%)
Warning: Exception caused LightGBM_r131_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r191_BAG_L1 ... Training model for up to 268.16s of the 416.79s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.58%)
Warning: Exception caused NeuralNetFastAI_r191_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: CatBoost_r9_BAG_L1 ... Training model for up to 265.60s of the 414.22s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.49%)
Warning: Exception caused CatBoost_r9_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBM_r96_BAG_L1 ... Training model for up to 263.00s of the 411.62s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.37%)
Warning: Exception caused LightGBM_r96_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_r22_BAG_L1 ... Training model for up to 260.40s of the 409.02s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.27%)
Warning: Exception caused NeuralNetTorch_r22_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: XGBoost_r33_BAG_L1 ... Training model for up to 257.82s of the 406.45s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=2.32%)
Warning: Exception caused XGBoost_r33_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: ExtraTrees_r42_BAG_L1 ... Training model for up to 255.21s of the 403.84s of remaining time.
-123.6393 = Validation score (-root_mean_squared_error)
0.67s = Training runtime
0.35s = Validation runtime
Fitting model: CatBoost_r137_BAG_L1 ... Training model for up to 253.77s of the 402.39s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.38%)
Warning: Exception caused CatBoost_r137_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r102_BAG_L1 ... Training model for up to 251.24s of the 399.86s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.57%)
Warning: Exception caused NeuralNetFastAI_r102_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: CatBoost_r13_BAG_L1 ... Training model for up to 248.63s of the 397.25s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.48%)
Warning: Exception caused CatBoost_r13_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: RandomForest_r195_BAG_L1 ... Training model for up to 246.08s of the 394.70s of remaining time.
-116.7964 = Validation score (-root_mean_squared_error)
1.33s = Training runtime
0.42s = Validation runtime
Fitting model: LightGBM_r188_BAG_L1 ... Training model for up to 243.97s of the 392.59s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.95%)
Warning: Exception caused LightGBM_r188_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r145_BAG_L1 ... Training model for up to 241.46s of the 390.08s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.65%)
Warning: Exception caused NeuralNetFastAI_r145_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: XGBoost_r89_BAG_L1 ... Training model for up to 238.90s of the 387.52s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.84%)
Warning: Exception caused XGBoost_r89_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_r30_BAG_L1 ... Training model for up to 236.31s of the 384.93s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.40%)
Warning: Exception caused NeuralNetTorch_r30_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBM_r130_BAG_L1 ... Training model for up to 233.68s of the 382.30s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.90%)
Warning: Exception caused LightGBM_r130_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_r86_BAG_L1 ... Training model for up to 231.09s of the 379.71s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.42%)
Warning: Exception caused NeuralNetTorch_r86_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: CatBoost_r50_BAG_L1 ... Training model for up to 228.40s of the 377.02s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.57%)
Warning: Exception caused CatBoost_r50_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r11_BAG_L1 ... Training model for up to 225.87s of the 374.49s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.88%)
Warning: Exception caused NeuralNetFastAI_r11_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: XGBoost_r194_BAG_L1 ... Training model for up to 223.16s of the 371.78s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.53%)
Warning: Exception caused XGBoost_r194_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: ExtraTrees_r172_BAG_L1 ... Training model for up to 220.50s of the 369.12s of remaining time.
-130.3946 = Validation score (-root_mean_squared_error)
0.61s = Training runtime
0.31s = Validation runtime
Fitting model: CatBoost_r69_BAG_L1 ... Training model for up to 219.45s of the 368.07s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.86%)
Warning: Exception caused CatBoost_r69_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r103_BAG_L1 ... Training model for up to 216.60s of the 365.22s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.09%)
Warning: Exception caused NeuralNetFastAI_r103_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_r14_BAG_L1 ... Training model for up to 214.03s of the 362.65s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.64%)
Warning: Exception caused NeuralNetTorch_r14_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBM_r161_BAG_L1 ... Training model for up to 211.30s of the 359.92s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=2.97%)
Warning: Exception caused LightGBM_r161_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r143_BAG_L1 ... Training model for up to 208.64s of the 357.27s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.35%)
Warning: Exception caused NeuralNetFastAI_r143_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: CatBoost_r70_BAG_L1 ... Training model for up to 205.84s of the 354.46s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.43%)
Warning: Exception caused CatBoost_r70_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r156_BAG_L1 ... Training model for up to 203.19s of the 351.82s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.52%)
Warning: Exception caused NeuralNetFastAI_r156_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBM_r196_BAG_L1 ... Training model for up to 200.42s of the 349.04s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=2.72%)
Warning: Exception caused LightGBM_r196_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: RandomForest_r39_BAG_L1 ... Training model for up to 197.78s of the 346.40s of remaining time.
Warning: Reducing model 'n_estimators' from 300 -> 173 due to low memory. Expected memory usage reduced from 25.95% -> 15.0% of available memory...
-120.4169 = Validation score (-root_mean_squared_error)
0.66s = Training runtime
0.22s = Validation runtime
Fitting model: CatBoost_r167_BAG_L1 ... Training model for up to 196.77s of the 345.39s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=3.19%)
Warning: Exception caused CatBoost_r167_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r95_BAG_L1 ... Training model for up to 193.86s of the 342.48s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.73%)
Warning: Exception caused NeuralNetFastAI_r95_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_r41_BAG_L1 ... Training model for up to 191.02s of the 339.64s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.15%)
Warning: Exception caused NeuralNetTorch_r41_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: XGBoost_r98_BAG_L1 ... Training model for up to 188.30s of the 336.92s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=4.21%)
Warning: Exception caused XGBoost_r98_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBM_r15_BAG_L1 ... Training model for up to 185.47s of the 334.10s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.96%)
Warning: Exception caused LightGBM_r15_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_r158_BAG_L1 ... Training model for up to 182.70s of the 331.32s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.82%)
Warning: Exception caused NeuralNetTorch_r158_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: CatBoost_r86_BAG_L1 ... Training model for up to 179.87s of the 328.50s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=4.08%)
Warning: Exception caused CatBoost_r86_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r37_BAG_L1 ... Training model for up to 177.09s of the 325.71s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.70%)
Warning: Exception caused NeuralNetFastAI_r37_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_r197_BAG_L1 ... Training model for up to 174.32s of the 322.94s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.13%)
Warning: Exception caused NeuralNetTorch_r197_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: CatBoost_r49_BAG_L1 ... Training model for up to 171.60s of the 320.22s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.72%)
Warning: Exception caused CatBoost_r49_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: ExtraTrees_r49_BAG_L1 ... Training model for up to 168.73s of the 317.36s of remaining time.
Warning: Reducing model 'n_estimators' from 300 -> 152 due to low memory. Expected memory usage reduced from 29.41% -> 15.0% of available memory...
-121.7654 = Validation score (-root_mean_squared_error)
0.45s = Training runtime
0.16s = Validation runtime
Fitting model: LightGBM_r143_BAG_L1 ... Training model for up to 167.93s of the 316.55s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=2.20%)
Warning: Exception caused LightGBM_r143_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: RandomForest_r127_BAG_L1 ... Training model for up to 164.95s of the 313.57s of remaining time.
-126.4282 = Validation score (-root_mean_squared_error)
1.07s = Training runtime
0.3s = Validation runtime
Fitting model: NeuralNetFastAI_r134_BAG_L1 ... Training model for up to 163.42s of the 312.04s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.35%)
Warning: Exception caused NeuralNetFastAI_r134_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: RandomForest_r34_BAG_L1 ... Training model for up to 160.60s of the 309.22s of remaining time.
-137.8085 = Validation score (-root_mean_squared_error)
0.72s = Training runtime
0.2s = Validation runtime
Fitting model: LightGBM_r94_BAG_L1 ... Training model for up to 159.58s of the 308.20s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.97%)
Warning: Exception caused LightGBM_r94_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_r143_BAG_L1 ... Training model for up to 156.76s of the 305.38s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.82%)
Warning: Exception caused NeuralNetTorch_r143_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: CatBoost_r128_BAG_L1 ... Training model for up to 153.77s of the 302.39s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=4.10%)
Warning: Exception caused CatBoost_r128_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r111_BAG_L1 ... Training model for up to 150.97s of the 299.59s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.86%)
Warning: Exception caused NeuralNetFastAI_r111_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_r31_BAG_L1 ... Training model for up to 148.03s of the 296.65s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.15%)
Warning: Exception caused NeuralNetTorch_r31_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: ExtraTrees_r4_BAG_L1 ... Training model for up to 145.00s of the 293.63s of remaining time.
-137.4466 = Validation score (-root_mean_squared_error)
0.63s = Training runtime
0.3s = Validation runtime
Fitting model: NeuralNetFastAI_r65_BAG_L1 ... Training model for up to 143.98s of the 292.60s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.65%)
Warning: Exception caused NeuralNetFastAI_r65_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r88_BAG_L1 ... Training model for up to 141.00s of the 289.62s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.69%)
Warning: Exception caused NeuralNetFastAI_r88_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBM_r30_BAG_L1 ... Training model for up to 138.06s of the 286.68s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.00%)
Warning: Exception caused LightGBM_r30_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: XGBoost_r49_BAG_L1 ... Training model for up to 135.15s of the 283.77s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.33%)
Warning: Exception caused XGBoost_r49_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: CatBoost_r5_BAG_L1 ... Training model for up to 132.07s of the 280.69s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.54%)
Warning: Exception caused CatBoost_r5_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_r87_BAG_L1 ... Training model for up to 129.23s of the 277.85s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.47%)
Warning: Exception caused NeuralNetTorch_r87_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_r71_BAG_L1 ... Training model for up to 126.36s of the 274.98s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.51%)
Warning: Exception caused NeuralNetTorch_r71_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: CatBoost_r143_BAG_L1 ... Training model for up to 123.36s of the 271.99s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.48%)
Warning: Exception caused CatBoost_r143_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: ExtraTrees_r178_BAG_L1 ... Training model for up to 119.56s of the 268.19s of remaining time.
-130.803 = Validation score (-root_mean_squared_error)
0.93s = Training runtime
0.4s = Validation runtime
Fitting model: RandomForest_r166_BAG_L1 ... Training model for up to 118.10s of the 266.72s of remaining time.
Warning: Reducing model 'n_estimators' from 300 -> 124 due to low memory. Expected memory usage reduced from 36.1% -> 15.0% of available memory...
-118.6738 = Validation score (-root_mean_squared_error)
0.61s = Training runtime
0.24s = Validation runtime
Fitting model: XGBoost_r31_BAG_L1 ... Training model for up to 117.01s of the 265.63s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.09%)
Warning: Exception caused XGBoost_r31_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_r185_BAG_L1 ... Training model for up to 113.21s of the 261.84s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.28%)
Warning: Exception caused NeuralNetTorch_r185_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r160_BAG_L1 ... Training model for up to 109.96s of the 258.59s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.52%)
Warning: Exception caused NeuralNetFastAI_r160_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: CatBoost_r60_BAG_L1 ... Training model for up to 106.40s of the 255.02s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.45%)
Warning: Exception caused CatBoost_r60_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: RandomForest_r15_BAG_L1 ... Training model for up to 102.35s of the 250.98s of remaining time.
-123.0252 = Validation score (-root_mean_squared_error)
1.4s = Training runtime
0.39s = Validation runtime
Fitting model: LightGBM_r135_BAG_L1 ... Training model for up to 100.37s of the 248.99s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.42%)
Warning: Exception caused LightGBM_r135_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: XGBoost_r22_BAG_L1 ... Training model for up to 96.46s of the 245.09s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.83%)
Warning: Exception caused XGBoost_r22_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r69_BAG_L1 ... Training model for up to 92.43s of the 241.05s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.72%)
Warning: Exception caused NeuralNetFastAI_r69_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: CatBoost_r6_BAG_L1 ... Training model for up to 87.47s of the 236.09s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.53%)
Warning: Exception caused CatBoost_r6_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r138_BAG_L1 ... Training model for up to 81.22s of the 229.84s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.79%)
Warning: Exception caused NeuralNetFastAI_r138_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBM_r121_BAG_L1 ... Training model for up to 76.74s of the 225.37s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.88%)
Warning: Exception caused LightGBM_r121_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r172_BAG_L1 ... Training model for up to 71.55s of the 220.17s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.17%)
Warning: Exception caused NeuralNetFastAI_r172_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: CatBoost_r180_BAG_L1 ... Training model for up to 67.04s of the 215.66s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.84%)
Warning: Exception caused CatBoost_r180_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_r76_BAG_L1 ... Training model for up to 63.27s of the 211.89s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.69%)
Warning: Exception caused NeuralNetTorch_r76_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: ExtraTrees_r197_BAG_L1 ... Training model for up to 59.19s of the 207.81s of remaining time.
-124.6007 = Validation score (-root_mean_squared_error)
1.72s = Training runtime
0.68s = Validation runtime
Fitting model: NeuralNetTorch_r121_BAG_L1 ... Training model for up to 56.26s of the 204.88s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.28%)
Warning: Exception caused NeuralNetTorch_r121_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r127_BAG_L1 ... Training model for up to 52.47s of the 201.10s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.50%)
Warning: Exception caused NeuralNetFastAI_r127_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: RandomForest_r16_BAG_L1 ... Training model for up to 49.02s of the 197.64s of remaining time.
-116.5484 = Validation score (-root_mean_squared_error)
3.21s = Training runtime
0.87s = Validation runtime
Fitting model: NeuralNetFastAI_r194_BAG_L1 ... Training model for up to 44.33s of the 192.95s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.44%)
Warning: Exception caused NeuralNetFastAI_r194_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: CatBoost_r12_BAG_L1 ... Training model for up to 40.10s of the 188.72s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.66%)
Warning: Exception caused CatBoost_r12_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_r135_BAG_L1 ... Training model for up to 36.58s of the 185.20s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.25%)
Warning: Exception caused NeuralNetTorch_r135_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r4_BAG_L1 ... Training model for up to 33.01s of the 181.63s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.47%)
Warning: Exception caused NeuralNetFastAI_r4_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: ExtraTrees_r126_BAG_L1 ... Training model for up to 29.40s of the 178.02s of remaining time.
-129.3207 = Validation score (-root_mean_squared_error)
0.86s = Training runtime
0.48s = Validation runtime
Fitting model: NeuralNetTorch_r36_BAG_L1 ... Training model for up to 27.85s of the 176.47s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.27%)
Warning: Exception caused NeuralNetTorch_r36_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r100_BAG_L1 ... Training model for up to 24.25s of the 172.87s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.50%)
Warning: Exception caused NeuralNetFastAI_r100_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: CatBoost_r163_BAG_L1 ... Training model for up to 20.81s of the 169.43s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.42%)
Warning: Exception caused CatBoost_r163_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: CatBoost_r198_BAG_L1 ... Training model for up to 17.16s of the 165.79s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.55%)
Warning: Exception caused CatBoost_r198_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r187_BAG_L1 ... Training model for up to 13.56s of the 162.19s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.54%)
Warning: Exception caused NeuralNetFastAI_r187_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_r19_BAG_L1 ... Training model for up to 10.05s of the 158.67s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.30%)
Warning: Exception caused NeuralNetTorch_r19_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: XGBoost_r95_BAG_L1 ... Training model for up to 6.28s of the 154.90s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.70%)
Warning: Exception caused XGBoost_r95_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: XGBoost_r34_BAG_L1 ... Training model for up to 1.96s of the 150.58s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=2.77%)
Warning: Exception caused XGBoost_r34_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: WeightedEnsemble_L2 ... Training model for up to 360.00s of the 146.67s of remaining time.
Ensemble Weights: {'KNeighborsDist_BAG_L1': 1.0}
-84.1464 = Validation score (-root_mean_squared_error)
0.03s = Training runtime
0.0s = Validation runtime
Fitting 106 L2 models, fit_strategy="sequential" ...
Fitting model: LightGBMXT_BAG_L2 ... Training model for up to 146.59s of the 146.54s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.04%)
Warning: Exception caused LightGBMXT_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBM_BAG_L2 ... Training model for up to 142.87s of the 142.82s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.06%)
Warning: Exception caused LightGBM_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: RandomForestMSE_BAG_L2 ... Training model for up to 139.03s of the 138.98s of remaining time.
-53.2108 = Validation score (-root_mean_squared_error)
12.63s = Training runtime
0.77s = Validation runtime
Fitting model: CatBoost_BAG_L2 ... Training model for up to 124.95s of the 124.90s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.56%)
Warning: Exception caused CatBoost_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: ExtraTreesMSE_BAG_L2 ... Training model for up to 121.09s of the 121.04s of remaining time.
-54.1115 = Validation score (-root_mean_squared_error)
1.4s = Training runtime
0.46s = Validation runtime
Fitting model: NeuralNetFastAI_BAG_L2 ... Training model for up to 118.87s of the 118.82s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.07%)
Warning: Exception caused NeuralNetFastAI_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: XGBoost_BAG_L2 ... Training model for up to 115.02s of the 114.97s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.46%)
Warning: Exception caused XGBoost_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_BAG_L2 ... Training model for up to 111.09s of the 111.04s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.60%)
Warning: Exception caused NeuralNetTorch_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBMLarge_BAG_L2 ... Training model for up to 107.19s of the 107.14s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=2.06%)
Warning: Exception caused LightGBMLarge_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: CatBoost_r177_BAG_L2 ... Training model for up to 103.54s of the 103.49s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.42%)
Warning: Exception caused CatBoost_r177_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_r79_BAG_L2 ... Training model for up to 99.69s of the 99.64s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.67%)
Warning: Exception caused NeuralNetTorch_r79_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBM_r131_BAG_L2 ... Training model for up to 95.90s of the 95.85s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.37%)
Warning: Exception caused LightGBM_r131_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r191_BAG_L2 ... Training model for up to 92.29s of the 92.24s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.33%)
Warning: Exception caused NeuralNetFastAI_r191_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: CatBoost_r9_BAG_L2 ... Training model for up to 88.55s of the 88.50s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=4.21%)
Warning: Exception caused CatBoost_r9_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBM_r96_BAG_L2 ... Training model for up to 84.60s of the 84.55s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.07%)
Warning: Exception caused LightGBM_r96_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_r22_BAG_L2 ... Training model for up to 80.75s of the 80.70s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.91%)
Warning: Exception caused NeuralNetTorch_r22_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: XGBoost_r33_BAG_L2 ... Training model for up to 77.07s of the 77.02s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=9.73%)
Warning: Exception caused XGBoost_r33_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: ExtraTrees_r42_BAG_L2 ... Training model for up to 73.51s of the 73.46s of remaining time.
-56.9515 = Validation score (-root_mean_squared_error)
1.3s = Training runtime
0.45s = Validation runtime
Fitting model: CatBoost_r137_BAG_L2 ... Training model for up to 71.30s of the 71.25s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.90%)
Warning: Exception caused CatBoost_r137_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r102_BAG_L2 ... Training model for up to 67.42s of the 67.37s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.93%)
Warning: Exception caused NeuralNetFastAI_r102_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: CatBoost_r13_BAG_L2 ... Training model for up to 63.77s of the 63.72s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=2.92%)
Warning: Exception caused CatBoost_r13_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: RandomForest_r195_BAG_L2 ... Training model for up to 60.17s of the 60.12s of remaining time.
-53.3117 = Validation score (-root_mean_squared_error)
4.56s = Training runtime
0.56s = Validation runtime
Fitting model: LightGBM_r188_BAG_L2 ... Training model for up to 54.67s of the 54.62s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.65%)
Warning: Exception caused LightGBM_r188_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r145_BAG_L2 ... Training model for up to 51.09s of the 51.04s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.91%)
Warning: Exception caused NeuralNetFastAI_r145_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: XGBoost_r89_BAG_L2 ... Training model for up to 47.40s of the 47.35s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.31%)
Warning: Exception caused XGBoost_r89_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_r30_BAG_L2 ... Training model for up to 43.64s of the 43.59s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.53%)
Warning: Exception caused NeuralNetTorch_r30_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBM_r130_BAG_L2 ... Training model for up to 40.14s of the 40.09s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.46%)
Warning: Exception caused LightGBM_r130_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_r86_BAG_L2 ... Training model for up to 36.37s of the 36.32s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.56%)
Warning: Exception caused NeuralNetTorch_r86_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: CatBoost_r50_BAG_L2 ... Training model for up to 32.67s of the 32.62s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.78%)
Warning: Exception caused CatBoost_r50_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r11_BAG_L2 ... Training model for up to 29.16s of the 29.11s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.12%)
Warning: Exception caused NeuralNetFastAI_r11_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: XGBoost_r194_BAG_L2 ... Training model for up to 25.40s of the 25.35s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=2.39%)
Warning: Exception caused XGBoost_r194_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: ExtraTrees_r172_BAG_L2 ... Training model for up to 21.70s of the 21.65s of remaining time.
-55.2803 = Validation score (-root_mean_squared_error)
0.81s = Training runtime
0.44s = Validation runtime
Fitting model: CatBoost_r69_BAG_L2 ... Training model for up to 20.33s of the 20.28s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.15%)
Warning: Exception caused CatBoost_r69_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r103_BAG_L2 ... Training model for up to 16.35s of the 16.30s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.34%)
Warning: Exception caused NeuralNetFastAI_r103_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_r14_BAG_L2 ... Training model for up to 12.34s of the 12.29s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.79%)
Warning: Exception caused NeuralNetTorch_r14_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBM_r161_BAG_L2 ... Training model for up to 8.44s of the 8.39s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=4.82%)
Warning: Exception caused LightGBM_r161_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r143_BAG_L2 ... Training model for up to 4.49s of the 4.44s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.66%)
Warning: Exception caused NeuralNetFastAI_r143_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: WeightedEnsemble_L3 ... Training model for up to 360.00s of the 0.18s of remaining time.
Ensemble Weights: {'RandomForestMSE_BAG_L2': 0.6, 'ExtraTreesMSE_BAG_L2': 0.333, 'RandomForest_r195_BAG_L2': 0.067}
-52.7846 = Validation score (-root_mean_squared_error)
0.04s = Training runtime
0.0s = Validation runtime
AutoGluon training complete, total runtime = 445.67s ... Best model: WeightedEnsemble_L3 | Estimated inference throughput: 2047.0 rows/s (10886 batch size)
TabularPredictor saved. To load, use: predictor = TabularPredictor.load("c:\Users\Nandan\AWSMLENGINEERNANODEGREE\AWS\project\AutogluonModels\ag-20250222_022435")
Review AutoGluon's training run with ranking of models that did the best.¶
In [14]:
predictor.fit_summary()
*** Summary of fit() ***
Estimated performance of each model:
model score_val eval_metric pred_time_val fit_time pred_time_val_marginal fit_time_marginal stack_level can_infer fit_order
0 WeightedEnsemble_L3 -52.784553 root_mean_squared_error 5.318031 29.183671 0.000000 0.039766 3 True 25
1 RandomForestMSE_BAG_L2 -53.210756 root_mean_squared_error 4.292776 23.184079 0.773939 12.626114 2 True 20
2 RandomForest_r195_BAG_L2 -53.311699 root_mean_squared_error 4.080282 15.116501 0.561445 4.558536 2 True 23
3 ExtraTreesMSE_BAG_L2 -54.111536 root_mean_squared_error 3.982648 11.959254 0.463811 1.401289 2 True 21
4 ExtraTrees_r172_BAG_L2 -55.280319 root_mean_squared_error 3.955754 11.367808 0.436917 0.809843 2 True 24
5 ExtraTrees_r42_BAG_L2 -56.951486 root_mean_squared_error 3.968816 11.853261 0.449979 1.295297 2 True 22
6 WeightedEnsemble_L2 -84.146423 root_mean_squared_error 0.027255 0.066292 0.000000 0.030261 2 True 19
7 KNeighborsDist_BAG_L1 -84.146423 root_mean_squared_error 0.027255 0.036031 0.027255 0.036031 1 True 2
8 KNeighborsUnif_BAG_L1 -101.588176 root_mean_squared_error 0.028824 0.036892 0.028824 0.036892 1 True 1
9 RandomForestMSE_BAG_L1 -116.548359 root_mean_squared_error 0.367388 1.675125 0.367388 1.675125 1 True 3
10 RandomForest_r16_BAG_L1 -116.548359 root_mean_squared_error 0.865847 3.214064 0.865847 3.214064 1 True 17
11 RandomForest_r195_BAG_L1 -116.796401 root_mean_squared_error 0.422754 1.329622 0.422754 1.329622 1 True 6
12 RandomForest_r166_BAG_L1 -118.673846 root_mean_squared_error 0.237807 0.607176 0.237807 0.607176 1 True 14
13 RandomForest_r39_BAG_L1 -120.416930 root_mean_squared_error 0.221678 0.661586 0.221678 0.661586 1 True 8
14 ExtraTrees_r49_BAG_L1 -121.765386 root_mean_squared_error 0.162398 0.451767 0.162398 0.451767 1 True 9
15 RandomForest_r15_BAG_L1 -123.025176 root_mean_squared_error 0.394542 1.396320 0.394542 1.396320 1 True 15
16 ExtraTrees_r42_BAG_L1 -123.639256 root_mean_squared_error 0.354429 0.666394 0.354429 0.666394 1 True 5
17 ExtraTreesMSE_BAG_L1 -124.600676 root_mean_squared_error 0.371224 0.823576 0.371224 0.823576 1 True 4
18 ExtraTrees_r197_BAG_L1 -124.600676 root_mean_squared_error 0.680911 1.717317 0.680911 1.717317 1 True 16
19 RandomForest_r127_BAG_L1 -126.428243 root_mean_squared_error 0.300029 1.073399 0.300029 1.073399 1 True 10
20 ExtraTrees_r126_BAG_L1 -129.320708 root_mean_squared_error 0.476684 0.857885 0.476684 0.857885 1 True 18
21 ExtraTrees_r172_BAG_L1 -130.394574 root_mean_squared_error 0.309163 0.605694 0.309163 0.605694 1 True 7
22 ExtraTrees_r178_BAG_L1 -130.802964 root_mean_squared_error 0.400970 0.930573 0.400970 0.930573 1 True 13
23 ExtraTrees_r4_BAG_L1 -137.446616 root_mean_squared_error 0.298195 0.632426 0.298195 0.632426 1 True 12
24 RandomForest_r34_BAG_L1 -137.808542 root_mean_squared_error 0.199349 0.722080 0.199349 0.722080 1 True 11
Number of models trained: 25
Types of models trained:
{'StackerEnsembleModel_KNN', 'StackerEnsembleModel_XT', 'WeightedEnsembleModel', 'StackerEnsembleModel_RF'}
Bagging used: True (with 8 folds)
Multi-layer stack-ensembling used: True (with 3 levels)
Feature Metadata (Processed):
(raw dtype, special dtypes):
('float', []) : 3 | ['temp', 'atemp', 'windspeed']
('int', []) : 3 | ['season', 'weather', 'humidity']
('int', ['bool']) : 2 | ['holiday', 'workingday']
('int', ['datetime_as_int']) : 5 | ['datetime', 'datetime.year', 'datetime.month', 'datetime.day', 'datetime.dayofweek']
*** End of fit() summary ***
C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\utils\plots.py:169: UserWarning: AutoGluon summary plots cannot be created because bokeh is not installed. To see plots, please do: "pip install bokeh==2.0.1"
warnings.warn('AutoGluon summary plots cannot be created because bokeh is not installed. To see plots, please do: "pip install bokeh==2.0.1"')
Out[14]:
{'model_types': {'KNeighborsUnif_BAG_L1': 'StackerEnsembleModel_KNN',
'KNeighborsDist_BAG_L1': 'StackerEnsembleModel_KNN',
'RandomForestMSE_BAG_L1': 'StackerEnsembleModel_RF',
'ExtraTreesMSE_BAG_L1': 'StackerEnsembleModel_XT',
'ExtraTrees_r42_BAG_L1': 'StackerEnsembleModel_XT',
'RandomForest_r195_BAG_L1': 'StackerEnsembleModel_RF',
'ExtraTrees_r172_BAG_L1': 'StackerEnsembleModel_XT',
'RandomForest_r39_BAG_L1': 'StackerEnsembleModel_RF',
'ExtraTrees_r49_BAG_L1': 'StackerEnsembleModel_XT',
'RandomForest_r127_BAG_L1': 'StackerEnsembleModel_RF',
'RandomForest_r34_BAG_L1': 'StackerEnsembleModel_RF',
'ExtraTrees_r4_BAG_L1': 'StackerEnsembleModel_XT',
'ExtraTrees_r178_BAG_L1': 'StackerEnsembleModel_XT',
'RandomForest_r166_BAG_L1': 'StackerEnsembleModel_RF',
'RandomForest_r15_BAG_L1': 'StackerEnsembleModel_RF',
'ExtraTrees_r197_BAG_L1': 'StackerEnsembleModel_XT',
'RandomForest_r16_BAG_L1': 'StackerEnsembleModel_RF',
'ExtraTrees_r126_BAG_L1': 'StackerEnsembleModel_XT',
'WeightedEnsemble_L2': 'WeightedEnsembleModel',
'RandomForestMSE_BAG_L2': 'StackerEnsembleModel_RF',
'ExtraTreesMSE_BAG_L2': 'StackerEnsembleModel_XT',
'ExtraTrees_r42_BAG_L2': 'StackerEnsembleModel_XT',
'RandomForest_r195_BAG_L2': 'StackerEnsembleModel_RF',
'ExtraTrees_r172_BAG_L2': 'StackerEnsembleModel_XT',
'WeightedEnsemble_L3': 'WeightedEnsembleModel'},
'model_performance': {'KNeighborsUnif_BAG_L1': -101.58817625927213,
'KNeighborsDist_BAG_L1': -84.14642264302962,
'RandomForestMSE_BAG_L1': -116.54835939455667,
'ExtraTreesMSE_BAG_L1': -124.60067564699747,
'ExtraTrees_r42_BAG_L1': -123.63925557919191,
'RandomForest_r195_BAG_L1': -116.7964013114151,
'ExtraTrees_r172_BAG_L1': -130.39457432843997,
'RandomForest_r39_BAG_L1': -120.4169301059151,
'ExtraTrees_r49_BAG_L1': -121.7653861846152,
'RandomForest_r127_BAG_L1': -126.42824288652088,
'RandomForest_r34_BAG_L1': -137.80854229725523,
'ExtraTrees_r4_BAG_L1': -137.4466157457398,
'ExtraTrees_r178_BAG_L1': -130.80296422397325,
'RandomForest_r166_BAG_L1': -118.67384554788075,
'RandomForest_r15_BAG_L1': -123.02517569874098,
'ExtraTrees_r197_BAG_L1': -124.60067564699747,
'RandomForest_r16_BAG_L1': -116.54835939455667,
'ExtraTrees_r126_BAG_L1': -129.3207078311311,
'WeightedEnsemble_L2': -84.14642264302962,
'RandomForestMSE_BAG_L2': -53.21075613542094,
'ExtraTreesMSE_BAG_L2': -54.11153597311464,
'ExtraTrees_r42_BAG_L2': -56.95148555689321,
'RandomForest_r195_BAG_L2': -53.3116994048573,
'ExtraTrees_r172_BAG_L2': -55.280319289878015,
'WeightedEnsemble_L3': -52.784552589230785},
'model_best': 'WeightedEnsemble_L3',
'model_paths': {'KNeighborsUnif_BAG_L1': ['KNeighborsUnif_BAG_L1'],
'KNeighborsDist_BAG_L1': ['KNeighborsDist_BAG_L1'],
'RandomForestMSE_BAG_L1': ['RandomForestMSE_BAG_L1'],
'ExtraTreesMSE_BAG_L1': ['ExtraTreesMSE_BAG_L1'],
'ExtraTrees_r42_BAG_L1': ['ExtraTrees_r42_BAG_L1'],
'RandomForest_r195_BAG_L1': ['RandomForest_r195_BAG_L1'],
'ExtraTrees_r172_BAG_L1': ['ExtraTrees_r172_BAG_L1'],
'RandomForest_r39_BAG_L1': ['RandomForest_r39_BAG_L1'],
'ExtraTrees_r49_BAG_L1': ['ExtraTrees_r49_BAG_L1'],
'RandomForest_r127_BAG_L1': ['RandomForest_r127_BAG_L1'],
'RandomForest_r34_BAG_L1': ['RandomForest_r34_BAG_L1'],
'ExtraTrees_r4_BAG_L1': ['ExtraTrees_r4_BAG_L1'],
'ExtraTrees_r178_BAG_L1': ['ExtraTrees_r178_BAG_L1'],
'RandomForest_r166_BAG_L1': ['RandomForest_r166_BAG_L1'],
'RandomForest_r15_BAG_L1': ['RandomForest_r15_BAG_L1'],
'ExtraTrees_r197_BAG_L1': ['ExtraTrees_r197_BAG_L1'],
'RandomForest_r16_BAG_L1': ['RandomForest_r16_BAG_L1'],
'ExtraTrees_r126_BAG_L1': ['ExtraTrees_r126_BAG_L1'],
'WeightedEnsemble_L2': ['WeightedEnsemble_L2'],
'RandomForestMSE_BAG_L2': ['RandomForestMSE_BAG_L2'],
'ExtraTreesMSE_BAG_L2': ['ExtraTreesMSE_BAG_L2'],
'ExtraTrees_r42_BAG_L2': ['ExtraTrees_r42_BAG_L2'],
'RandomForest_r195_BAG_L2': ['RandomForest_r195_BAG_L2'],
'ExtraTrees_r172_BAG_L2': ['ExtraTrees_r172_BAG_L2'],
'WeightedEnsemble_L3': ['WeightedEnsemble_L3']},
'model_fit_times': {'KNeighborsUnif_BAG_L1': 0.036891937255859375,
'KNeighborsDist_BAG_L1': 0.03603076934814453,
'RandomForestMSE_BAG_L1': 1.6751253604888916,
'ExtraTreesMSE_BAG_L1': 0.8235762119293213,
'ExtraTrees_r42_BAG_L1': 0.6663939952850342,
'RandomForest_r195_BAG_L1': 1.3296222686767578,
'ExtraTrees_r172_BAG_L1': 0.605694055557251,
'RandomForest_r39_BAG_L1': 0.661585807800293,
'ExtraTrees_r49_BAG_L1': 0.4517674446105957,
'RandomForest_r127_BAG_L1': 1.073399305343628,
'RandomForest_r34_BAG_L1': 0.7220804691314697,
'ExtraTrees_r4_BAG_L1': 0.6324262619018555,
'ExtraTrees_r178_BAG_L1': 0.9305732250213623,
'RandomForest_r166_BAG_L1': 0.6071755886077881,
'RandomForest_r15_BAG_L1': 1.39631986618042,
'ExtraTrees_r197_BAG_L1': 1.7173173427581787,
'RandomForest_r16_BAG_L1': 3.214063882827759,
'ExtraTrees_r126_BAG_L1': 0.8578851222991943,
'WeightedEnsemble_L2': 0.03026103973388672,
'RandomForestMSE_BAG_L2': 12.626113891601562,
'ExtraTreesMSE_BAG_L2': 1.401289463043213,
'ExtraTrees_r42_BAG_L2': 1.2952966690063477,
'RandomForest_r195_BAG_L2': 4.558536052703857,
'ExtraTrees_r172_BAG_L2': 0.8098430633544922,
'WeightedEnsemble_L3': 0.03976631164550781},
'model_pred_times': {'KNeighborsUnif_BAG_L1': 0.0288236141204834,
'KNeighborsDist_BAG_L1': 0.027254581451416016,
'RandomForestMSE_BAG_L1': 0.3673875331878662,
'ExtraTreesMSE_BAG_L1': 0.37122392654418945,
'ExtraTrees_r42_BAG_L1': 0.3544292449951172,
'RandomForest_r195_BAG_L1': 0.42275428771972656,
'ExtraTrees_r172_BAG_L1': 0.30916333198547363,
'RandomForest_r39_BAG_L1': 0.2216784954071045,
'ExtraTrees_r49_BAG_L1': 0.1623978614807129,
'RandomForest_r127_BAG_L1': 0.30002880096435547,
'RandomForest_r34_BAG_L1': 0.19934892654418945,
'ExtraTrees_r4_BAG_L1': 0.29819512367248535,
'ExtraTrees_r178_BAG_L1': 0.4009699821472168,
'RandomForest_r166_BAG_L1': 0.2378072738647461,
'RandomForest_r15_BAG_L1': 0.39454150199890137,
'ExtraTrees_r197_BAG_L1': 0.6809113025665283,
'RandomForest_r16_BAG_L1': 0.8658473491668701,
'ExtraTrees_r126_BAG_L1': 0.4766843318939209,
'WeightedEnsemble_L2': 0.0,
'RandomForestMSE_BAG_L2': 0.7739386558532715,
'ExtraTreesMSE_BAG_L2': 0.46381068229675293,
'ExtraTrees_r42_BAG_L2': 0.4499788284301758,
'RandomForest_r195_BAG_L2': 0.5614449977874756,
'ExtraTrees_r172_BAG_L2': 0.4369170665740967,
'WeightedEnsemble_L3': 0.0},
'num_bag_folds': 8,
'max_stack_level': 3,
'model_hyperparams': {'KNeighborsUnif_BAG_L1': {'use_orig_features': True,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True,
'use_child_oof': True},
'KNeighborsDist_BAG_L1': {'use_orig_features': True,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True,
'use_child_oof': True},
'RandomForestMSE_BAG_L1': {'use_orig_features': True,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True,
'use_child_oof': True},
'ExtraTreesMSE_BAG_L1': {'use_orig_features': True,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True,
'use_child_oof': True},
'ExtraTrees_r42_BAG_L1': {'use_orig_features': True,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True,
'use_child_oof': True},
'RandomForest_r195_BAG_L1': {'use_orig_features': True,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True,
'use_child_oof': True},
'ExtraTrees_r172_BAG_L1': {'use_orig_features': True,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True,
'use_child_oof': True},
'RandomForest_r39_BAG_L1': {'use_orig_features': True,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True,
'use_child_oof': True},
'ExtraTrees_r49_BAG_L1': {'use_orig_features': True,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True,
'use_child_oof': True},
'RandomForest_r127_BAG_L1': {'use_orig_features': True,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True,
'use_child_oof': True},
'RandomForest_r34_BAG_L1': {'use_orig_features': True,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True,
'use_child_oof': True},
'ExtraTrees_r4_BAG_L1': {'use_orig_features': True,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True,
'use_child_oof': True},
'ExtraTrees_r178_BAG_L1': {'use_orig_features': True,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True,
'use_child_oof': True},
'RandomForest_r166_BAG_L1': {'use_orig_features': True,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True,
'use_child_oof': True},
'RandomForest_r15_BAG_L1': {'use_orig_features': True,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True,
'use_child_oof': True},
'ExtraTrees_r197_BAG_L1': {'use_orig_features': True,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True,
'use_child_oof': True},
'RandomForest_r16_BAG_L1': {'use_orig_features': True,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True,
'use_child_oof': True},
'ExtraTrees_r126_BAG_L1': {'use_orig_features': True,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True,
'use_child_oof': True},
'WeightedEnsemble_L2': {'use_orig_features': False,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True},
'RandomForestMSE_BAG_L2': {'use_orig_features': True,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True,
'use_child_oof': True},
'ExtraTreesMSE_BAG_L2': {'use_orig_features': True,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True,
'use_child_oof': True},
'ExtraTrees_r42_BAG_L2': {'use_orig_features': True,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True,
'use_child_oof': True},
'RandomForest_r195_BAG_L2': {'use_orig_features': True,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True,
'use_child_oof': True},
'ExtraTrees_r172_BAG_L2': {'use_orig_features': True,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True,
'use_child_oof': True},
'WeightedEnsemble_L3': {'use_orig_features': False,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True}},
'leaderboard': model score_val eval_metric \
0 WeightedEnsemble_L3 -52.784553 root_mean_squared_error
1 RandomForestMSE_BAG_L2 -53.210756 root_mean_squared_error
2 RandomForest_r195_BAG_L2 -53.311699 root_mean_squared_error
3 ExtraTreesMSE_BAG_L2 -54.111536 root_mean_squared_error
4 ExtraTrees_r172_BAG_L2 -55.280319 root_mean_squared_error
5 ExtraTrees_r42_BAG_L2 -56.951486 root_mean_squared_error
6 WeightedEnsemble_L2 -84.146423 root_mean_squared_error
7 KNeighborsDist_BAG_L1 -84.146423 root_mean_squared_error
8 KNeighborsUnif_BAG_L1 -101.588176 root_mean_squared_error
9 RandomForestMSE_BAG_L1 -116.548359 root_mean_squared_error
10 RandomForest_r16_BAG_L1 -116.548359 root_mean_squared_error
11 RandomForest_r195_BAG_L1 -116.796401 root_mean_squared_error
12 RandomForest_r166_BAG_L1 -118.673846 root_mean_squared_error
13 RandomForest_r39_BAG_L1 -120.416930 root_mean_squared_error
14 ExtraTrees_r49_BAG_L1 -121.765386 root_mean_squared_error
15 RandomForest_r15_BAG_L1 -123.025176 root_mean_squared_error
16 ExtraTrees_r42_BAG_L1 -123.639256 root_mean_squared_error
17 ExtraTreesMSE_BAG_L1 -124.600676 root_mean_squared_error
18 ExtraTrees_r197_BAG_L1 -124.600676 root_mean_squared_error
19 RandomForest_r127_BAG_L1 -126.428243 root_mean_squared_error
20 ExtraTrees_r126_BAG_L1 -129.320708 root_mean_squared_error
21 ExtraTrees_r172_BAG_L1 -130.394574 root_mean_squared_error
22 ExtraTrees_r178_BAG_L1 -130.802964 root_mean_squared_error
23 ExtraTrees_r4_BAG_L1 -137.446616 root_mean_squared_error
24 RandomForest_r34_BAG_L1 -137.808542 root_mean_squared_error
pred_time_val fit_time pred_time_val_marginal fit_time_marginal \
0 5.318031 29.183671 0.000000 0.039766
1 4.292776 23.184079 0.773939 12.626114
2 4.080282 15.116501 0.561445 4.558536
3 3.982648 11.959254 0.463811 1.401289
4 3.955754 11.367808 0.436917 0.809843
5 3.968816 11.853261 0.449979 1.295297
6 0.027255 0.066292 0.000000 0.030261
7 0.027255 0.036031 0.027255 0.036031
8 0.028824 0.036892 0.028824 0.036892
9 0.367388 1.675125 0.367388 1.675125
10 0.865847 3.214064 0.865847 3.214064
11 0.422754 1.329622 0.422754 1.329622
12 0.237807 0.607176 0.237807 0.607176
13 0.221678 0.661586 0.221678 0.661586
14 0.162398 0.451767 0.162398 0.451767
15 0.394542 1.396320 0.394542 1.396320
16 0.354429 0.666394 0.354429 0.666394
17 0.371224 0.823576 0.371224 0.823576
18 0.680911 1.717317 0.680911 1.717317
19 0.300029 1.073399 0.300029 1.073399
20 0.476684 0.857885 0.476684 0.857885
21 0.309163 0.605694 0.309163 0.605694
22 0.400970 0.930573 0.400970 0.930573
23 0.298195 0.632426 0.298195 0.632426
24 0.199349 0.722080 0.199349 0.722080
stack_level can_infer fit_order
0 3 True 25
1 2 True 20
2 2 True 23
3 2 True 21
4 2 True 24
5 2 True 22
6 2 True 19
7 1 True 2
8 1 True 1
9 1 True 3
10 1 True 17
11 1 True 6
12 1 True 14
13 1 True 8
14 1 True 9
15 1 True 15
16 1 True 5
17 1 True 4
18 1 True 16
19 1 True 10
20 1 True 18
21 1 True 7
22 1 True 13
23 1 True 12
24 1 True 11 }
Create predictions from test dataset¶
In [15]:
predictions = predictor.predict(test)
predictions.head()
Out[15]:
0 19.014221 1 42.646446 2 47.573555 3 49.199558 4 52.567558 Name: count, dtype: float32
In [16]:
# Output the model's `score_val` in a bar chart to compare performance
predictor.leaderboard(silent=True).plot(kind="bar", x="model", y="score_val")
Out[16]:
<Axes: xlabel='model'>
NOTE: Kaggle will reject the submission if we don't set everything to be > 0.¶
In [17]:
# Describe the `predictions` series to see if there are any negative values
predictions.describe()
Out[17]:
count 6493.000000 mean 101.299301 std 90.861237 min 2.591333 25% 19.493334 50% 63.523560 75% 171.559555 max 366.940918 Name: count, dtype: float64
In [18]:
# Check if there are any negative values
print("Minimum prediction value:", predictions.min())
Minimum prediction value: 2.5913334
In [19]:
# How many negative values do we have?
(predictions < 0).sum()
Out[19]:
0
In [20]:
# Set them to zero
predictions[predictions < 0] = 0
Set predictions to submission dataframe, save, and submit¶
In [21]:
submission["count"] = predictions
submission.to_csv("submission.csv", index=False)
In [22]:
!kaggle competitions submit -c bike-sharing-demand -f submission.csv -m "first raw submission"
Successfully submitted to Bike Sharing Demand
0%| | 0.00/194k [00:00<?, ?B/s] 8%|▊ | 16.0k/194k [00:01<00:13, 13.2kB/s] 49%|████▉ | 96.0k/194k [00:01<00:01, 87.2kB/s] 66%|██████▌ | 128k/194k [00:01<00:00, 80.0kB/s] 82%|████████▏ | 160k/194k [00:02<00:00, 94.4kB/s] 91%|█████████ | 176k/194k [00:02<00:00, 92.2kB/s] 100%|██████████| 194k/194k [00:02<00:00, 86.9kB/s] 100%|██████████| 194k/194k [00:03<00:00, 55.9kB/s]
View submission via the command line or in the web browser under the competition's page - My Submissions¶
In [23]:
!kaggle competitions submissions -c bike-sharing-demand > submissions.txt
!powershell -Command "Get-Content submissions.txt | Select-Object -First 6"
fileName date description status publicScore privateScore --------------------------- ------------------- --------------------------------- -------- ----------- ------------ submission.csv 2025-02-22 02:34:51 first raw submission complete 1.81999 1.81999 submission_new_hpo.csv 2025-02-21 16:10:05 new features with hyperparameters complete 0.48802 0.48802 submission_new_features.csv 2025-02-21 15:55:32 new features complete 0.60427 0.60427 submission.csv 2025-02-21 15:45:03 first raw submission complete 1.81136 1.81136
Initial score of ?¶
Step 4: Exploratory Data Analysis and Creating an additional feature¶
- Any additional feature will do, but a great suggestion would be to separate out the datetime into hour, day, or month parts.
In [24]:
# Create a histogram of all features to show the distribution of each one relative to the data. This is part of the exploritory data analysis
train.hist(bins=50, figsize=(20,15))
Out[24]:
array([[<Axes: title={'center': 'season'}>,
<Axes: title={'center': 'holiday'}>,
<Axes: title={'center': 'workingday'}>],
[<Axes: title={'center': 'weather'}>,
<Axes: title={'center': 'temp'}>,
<Axes: title={'center': 'atemp'}>],
[<Axes: title={'center': 'humidity'}>,
<Axes: title={'center': 'windspeed'}>,
<Axes: title={'center': 'count'}>]], dtype=object)
In [25]:
# create a new feature
# Extract hour from datetime column
train["hour"] = pd.to_datetime(train["datetime"]).dt.hour
test["hour"] = pd.to_datetime(test["datetime"]).dt.hour
Make category types for these so models know they are not just numbers¶
- AutoGluon originally sees these as ints, but in reality they are int representations of a category.
- Setting the dtype to category will classify these as categories in AutoGluon.
In [26]:
# Convert season and weather columns to categorical type
train["season"] = train["season"].astype("category")
train["weather"] = train["weather"].astype("category")
test["season"] = test["season"].astype("category")
test["weather"] = test["weather"].astype("category")
In [27]:
# View are new feature
train.head()
Out[27]:
| datetime | season | holiday | workingday | weather | temp | atemp | humidity | windspeed | count | hour | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2011-01-01 00:00:00 | 1 | 0 | 0 | 1 | 9.84 | 14.395 | 81 | 0.0 | 16 | 0 |
| 1 | 2011-01-01 01:00:00 | 1 | 0 | 0 | 1 | 9.02 | 13.635 | 80 | 0.0 | 40 | 1 |
| 2 | 2011-01-01 02:00:00 | 1 | 0 | 0 | 1 | 9.02 | 13.635 | 80 | 0.0 | 32 | 2 |
| 3 | 2011-01-01 03:00:00 | 1 | 0 | 0 | 1 | 9.84 | 14.395 | 75 | 0.0 | 13 | 3 |
| 4 | 2011-01-01 04:00:00 | 1 | 0 | 0 | 1 | 9.84 | 14.395 | 75 | 0.0 | 1 | 4 |
In [28]:
# View histogram of all features again now with the hour feature
train.hist(bins=50, figsize=(20,15))
Out[28]:
array([[<Axes: title={'center': 'holiday'}>,
<Axes: title={'center': 'workingday'}>,
<Axes: title={'center': 'temp'}>],
[<Axes: title={'center': 'atemp'}>,
<Axes: title={'center': 'humidity'}>,
<Axes: title={'center': 'windspeed'}>],
[<Axes: title={'center': 'count'}>,
<Axes: title={'center': 'hour'}>, <Axes: >]], dtype=object)
Step 5: Rerun the model with the same settings as before, just with more features¶
In [29]:
predictor_new_features = TabularPredictor(label="count", eval_metric="root_mean_squared_error").fit(train,
time_limit=600, # 10 minutes
presets="best_quality")
No path specified. Models will be saved in: "AutogluonModels\ag-20250222_023456"
Verbosity: 2 (Standard Logging)
=================== System Info ===================
AutoGluon Version: 1.2
Python Version: 3.11.9
Operating System: Windows
Platform Machine: AMD64
Platform Version: 10.0.26100
CPU Count: 18
Memory Avail: 2.50 GB / 15.43 GB (16.2%)
Disk Space Avail: 325.43 GB / 475.85 GB (68.4%)
===================================================
Presets specified: ['best_quality']
Setting dynamic_stacking from 'auto' to True. Reason: Enable dynamic_stacking when use_bag_holdout is disabled. (use_bag_holdout=False)
Stack configuration (auto_stack=True): num_stack_levels=1, num_bag_folds=8, num_bag_sets=1
DyStack is enabled (dynamic_stacking=True). AutoGluon will try to determine whether the input data is affected by stacked overfitting and enable or disable stacking as a consequence.
This is used to identify the optimal `num_stack_levels` value. Copies of AutoGluon will be fit on subsets of the data. Then holdout validation data is used to detect stacked overfitting.
Running DyStack for up to 150s of the 600s of remaining time (25%).
Running DyStack sub-fit in a ray process to avoid memory leakage. Enabling ray logging (enable_ray_logging=True). Specify `ds_args={'enable_ray_logging': False}` if you experience logging issues.
C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\tabular\predictor\predictor.py:1380: UserWarning: Failed to use ray for memory safe fits. Falling back to normal fit. Error: OSError(203, 'AssignProcessToJobObject() failed')
stacked_overfitting = self._sub_fit_memory_save_wrapper(
Context path: "c:\Users\Nandan\AWSMLENGINEERNANODEGREE\AWS\project\AutogluonModels\ag-20250222_023456\ds_sub_fit\sub_fit_ho"
Running DyStack sub-fit ...
Beginning AutoGluon training ... Time limit = 146s
AutoGluon will save models to "c:\Users\Nandan\AWSMLENGINEERNANODEGREE\AWS\project\AutogluonModels\ag-20250222_023456\ds_sub_fit\sub_fit_ho"
Train Data Rows: 9676
Train Data Columns: 10
Label Column: count
Problem Type: regression
Preprocessing data ...
Using Feature Generators to preprocess the data ...
Fitting AutoMLPipelineFeatureGenerator...
Available Memory: 2477.55 MB
Train Data (Original) Memory Usage: 1.20 MB (0.0% of available memory)
Inferring data type of each feature based on column values. Set feature_metadata_in to manually specify special dtypes of the features.
Stage 1 Generators:
Fitting AsTypeFeatureGenerator...
Note: Converting 2 features to boolean dtype as they only contain 2 unique values.
Stage 2 Generators:
Fitting FillNaFeatureGenerator...
Stage 3 Generators:
Fitting IdentityFeatureGenerator...
Fitting CategoryFeatureGenerator...
Fitting CategoryMemoryMinimizeFeatureGenerator...
Fitting DatetimeFeatureGenerator...
Stage 4 Generators:
Fitting DropUniqueFeatureGenerator...
Stage 5 Generators:
Fitting DropDuplicatesFeatureGenerator...
Types of features in original data (raw dtype, special dtypes):
('category', []) : 2 | ['season', 'weather']
('float', []) : 3 | ['temp', 'atemp', 'windspeed']
('int', []) : 4 | ['holiday', 'workingday', 'humidity', 'hour']
('object', ['datetime_as_object']) : 1 | ['datetime']
Types of features in processed data (raw dtype, special dtypes):
('category', []) : 2 | ['season', 'weather']
('float', []) : 3 | ['temp', 'atemp', 'windspeed']
('int', []) : 2 | ['humidity', 'hour']
('int', ['bool']) : 2 | ['holiday', 'workingday']
('int', ['datetime_as_int']) : 5 | ['datetime', 'datetime.year', 'datetime.month', 'datetime.day', 'datetime.dayofweek']
0.1s = Fit runtime
10 features in original data used to generate 14 features in processed data.
Train Data (Processed) Memory Usage: 0.74 MB (0.0% of available memory)
Data preprocessing and feature engineering runtime = 0.12s ...
AutoGluon will gauge predictive performance using evaluation metric: 'root_mean_squared_error'
This metric's sign has been flipped to adhere to being higher_is_better. The metric score can be multiplied by -1 to get the metric value.
To change this, specify the eval_metric parameter of Predictor()
Large model count detected (112 configs) ... Only displaying the first 3 models of each family. To see all, set `verbosity=3`.
User-specified model hyperparameters to be fit:
{
'NN_TORCH': [{}, {'activation': 'elu', 'dropout_prob': 0.10077639529843717, 'hidden_size': 108, 'learning_rate': 0.002735937344002146, 'num_layers': 4, 'use_batchnorm': True, 'weight_decay': 1.356433327634438e-12, 'ag_args': {'name_suffix': '_r79', 'priority': -2}}, {'activation': 'elu', 'dropout_prob': 0.11897478034205347, 'hidden_size': 213, 'learning_rate': 0.0010474382260641949, 'num_layers': 4, 'use_batchnorm': False, 'weight_decay': 5.594471067786272e-10, 'ag_args': {'name_suffix': '_r22', 'priority': -7}}],
'GBM': [{'extra_trees': True, 'ag_args': {'name_suffix': 'XT'}}, {}, {'learning_rate': 0.03, 'num_leaves': 128, 'feature_fraction': 0.9, 'min_data_in_leaf': 3, 'ag_args': {'name_suffix': 'Large', 'priority': 0, 'hyperparameter_tune_kwargs': None}}],
'CAT': [{}, {'depth': 6, 'grow_policy': 'SymmetricTree', 'l2_leaf_reg': 2.1542798306067823, 'learning_rate': 0.06864209415792857, 'max_ctr_complexity': 4, 'one_hot_max_size': 10, 'ag_args': {'name_suffix': '_r177', 'priority': -1}}, {'depth': 8, 'grow_policy': 'Depthwise', 'l2_leaf_reg': 2.7997999596449104, 'learning_rate': 0.031375015734637225, 'max_ctr_complexity': 2, 'one_hot_max_size': 3, 'ag_args': {'name_suffix': '_r9', 'priority': -5}}],
'XGB': [{}, {'colsample_bytree': 0.6917311125174739, 'enable_categorical': False, 'learning_rate': 0.018063876087523967, 'max_depth': 10, 'min_child_weight': 0.6028633586934382, 'ag_args': {'name_suffix': '_r33', 'priority': -8}}, {'colsample_bytree': 0.6628423832084077, 'enable_categorical': False, 'learning_rate': 0.08775715546881824, 'max_depth': 5, 'min_child_weight': 0.6294123374222513, 'ag_args': {'name_suffix': '_r89', 'priority': -16}}],
'FASTAI': [{}, {'bs': 256, 'emb_drop': 0.5411770367537934, 'epochs': 43, 'layers': [800, 400], 'lr': 0.01519848858318159, 'ps': 0.23782946566604385, 'ag_args': {'name_suffix': '_r191', 'priority': -4}}, {'bs': 2048, 'emb_drop': 0.05070411322605811, 'epochs': 29, 'layers': [200, 100], 'lr': 0.08974235041576624, 'ps': 0.10393466140748028, 'ag_args': {'name_suffix': '_r102', 'priority': -11}}],
'RF': [{'criterion': 'gini', 'ag_args': {'name_suffix': 'Gini', 'problem_types': ['binary', 'multiclass']}}, {'criterion': 'entropy', 'ag_args': {'name_suffix': 'Entr', 'problem_types': ['binary', 'multiclass']}}, {'criterion': 'squared_error', 'ag_args': {'name_suffix': 'MSE', 'problem_types': ['regression', 'quantile']}}],
'XT': [{'criterion': 'gini', 'ag_args': {'name_suffix': 'Gini', 'problem_types': ['binary', 'multiclass']}}, {'criterion': 'entropy', 'ag_args': {'name_suffix': 'Entr', 'problem_types': ['binary', 'multiclass']}}, {'criterion': 'squared_error', 'ag_args': {'name_suffix': 'MSE', 'problem_types': ['regression', 'quantile']}}],
'KNN': [{'weights': 'uniform', 'ag_args': {'name_suffix': 'Unif'}}, {'weights': 'distance', 'ag_args': {'name_suffix': 'Dist'}}],
}
AutoGluon will fit 2 stack levels (L1 to L2) ...
Fitting 108 L1 models, fit_strategy="sequential" ...
Fitting model: KNeighborsUnif_BAG_L1 ... Training model for up to 97.28s of the 145.95s of remaining time.
-107.3776 = Validation score (-root_mean_squared_error)
0.02s = Training runtime
0.03s = Validation runtime
Fitting model: KNeighborsDist_BAG_L1 ... Training model for up to 97.19s of the 145.87s of remaining time.
-89.9155 = Validation score (-root_mean_squared_error)
0.02s = Training runtime
0.03s = Validation runtime
Fitting model: LightGBMXT_BAG_L1 ... Training model for up to 97.13s of the 145.81s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.32%)
Warning: Exception caused LightGBMXT_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBM_BAG_L1 ... Training model for up to 93.04s of the 141.71s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.32%)
Warning: Exception caused LightGBM_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: RandomForestMSE_BAG_L1 ... Training model for up to 88.95s of the 137.63s of remaining time.
-38.9439 = Validation score (-root_mean_squared_error)
1.81s = Training runtime
0.38s = Validation runtime
Fitting model: CatBoost_BAG_L1 ... Training model for up to 86.48s of the 135.16s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.49%)
Warning: Exception caused CatBoost_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: ExtraTreesMSE_BAG_L1 ... Training model for up to 82.46s of the 131.14s of remaining time.
-39.3122 = Validation score (-root_mean_squared_error)
0.88s = Training runtime
0.37s = Validation runtime
Fitting model: NeuralNetFastAI_BAG_L1 ... Training model for up to 80.89s of the 129.57s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.46%)
Warning: Exception caused NeuralNetFastAI_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: XGBoost_BAG_L1 ... Training model for up to 76.70s of the 125.37s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.61%)
Warning: Exception caused XGBoost_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_BAG_L1 ... Training model for up to 72.62s of the 121.29s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.26%)
Warning: Exception caused NeuralNetTorch_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBMLarge_BAG_L1 ... Training model for up to 68.78s of the 117.45s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.85%)
Warning: Exception caused LightGBMLarge_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: CatBoost_r177_BAG_L1 ... Training model for up to 64.74s of the 113.41s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.58%)
Warning: Exception caused CatBoost_r177_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_r79_BAG_L1 ... Training model for up to 60.65s of the 109.33s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.29%)
Warning: Exception caused NeuralNetTorch_r79_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBM_r131_BAG_L1 ... Training model for up to 56.63s of the 105.30s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.47%)
Warning: Exception caused LightGBM_r131_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r191_BAG_L1 ... Training model for up to 52.69s of the 101.37s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.46%)
Warning: Exception caused NeuralNetFastAI_r191_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: CatBoost_r9_BAG_L1 ... Training model for up to 48.52s of the 97.19s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.37%)
Warning: Exception caused CatBoost_r9_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBM_r96_BAG_L1 ... Training model for up to 44.33s of the 93.00s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.36%)
Warning: Exception caused LightGBM_r96_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_r22_BAG_L1 ... Training model for up to 40.05s of the 88.72s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.29%)
Warning: Exception caused NeuralNetTorch_r22_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: XGBoost_r33_BAG_L1 ... Training model for up to 36.14s of the 84.82s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=3.14%)
Warning: Exception caused XGBoost_r33_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: ExtraTrees_r42_BAG_L1 ... Training model for up to 32.21s of the 80.89s of remaining time.
-42.5323 = Validation score (-root_mean_squared_error)
0.92s = Training runtime
0.45s = Validation runtime
Fitting model: CatBoost_r137_BAG_L1 ... Training model for up to 30.49s of the 79.17s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.44%)
Warning: Exception caused CatBoost_r137_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r102_BAG_L1 ... Training model for up to 26.17s of the 74.85s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.31%)
Warning: Exception caused NeuralNetFastAI_r102_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: CatBoost_r13_BAG_L1 ... Training model for up to 22.14s of the 70.82s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.91%)
Warning: Exception caused CatBoost_r13_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: RandomForest_r195_BAG_L1 ... Training model for up to 18.17s of the 66.85s of remaining time.
-37.7714 = Validation score (-root_mean_squared_error)
1.58s = Training runtime
0.47s = Validation runtime
Fitting model: LightGBM_r188_BAG_L1 ... Training model for up to 15.86s of the 64.53s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.58%)
Warning: Exception caused LightGBM_r188_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r145_BAG_L1 ... Training model for up to 11.78s of the 60.45s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.34%)
Warning: Exception caused NeuralNetFastAI_r145_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: XGBoost_r89_BAG_L1 ... Training model for up to 7.47s of the 56.15s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.46%)
Warning: Exception caused XGBoost_r89_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_r30_BAG_L1 ... Training model for up to 3.18s of the 51.85s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.19%)
Warning: Exception caused NeuralNetTorch_r30_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: WeightedEnsemble_L2 ... Training model for up to 145.95s of the 47.57s of remaining time.
Ensemble Weights: {'RandomForest_r195_BAG_L1': 0.52, 'ExtraTreesMSE_BAG_L1': 0.24, 'RandomForestMSE_BAG_L1': 0.2, 'KNeighborsDist_BAG_L1': 0.04}
-37.4624 = Validation score (-root_mean_squared_error)
0.03s = Training runtime
0.0s = Validation runtime
Fitting 106 L2 models, fit_strategy="sequential" ...
Fitting model: LightGBMXT_BAG_L2 ... Training model for up to 47.52s of the 47.50s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.41%)
Warning: Exception caused LightGBMXT_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBM_BAG_L2 ... Training model for up to 43.37s of the 43.35s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.41%)
Warning: Exception caused LightGBM_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: RandomForestMSE_BAG_L2 ... Training model for up to 39.23s of the 39.22s of remaining time.
-35.6598 = Validation score (-root_mean_squared_error)
4.29s = Training runtime
0.4s = Validation runtime
Fitting model: CatBoost_BAG_L2 ... Training model for up to 34.29s of the 34.27s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.62%)
Warning: Exception caused CatBoost_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: ExtraTreesMSE_BAG_L2 ... Training model for up to 30.03s of the 30.01s of remaining time.
-35.2094 = Validation score (-root_mean_squared_error)
1.37s = Training runtime
0.41s = Validation runtime
Fitting model: NeuralNetFastAI_BAG_L2 ... Training model for up to 27.95s of the 27.94s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.52%)
Warning: Exception caused NeuralNetFastAI_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: XGBoost_BAG_L2 ... Training model for up to 23.73s of the 23.71s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.74%)
Warning: Exception caused XGBoost_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_BAG_L2 ... Training model for up to 19.55s of the 19.53s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.30%)
Warning: Exception caused NeuralNetTorch_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBMLarge_BAG_L2 ... Training model for up to 15.47s of the 15.45s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.04%)
Warning: Exception caused LightGBMLarge_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: CatBoost_r177_BAG_L2 ... Training model for up to 11.25s of the 11.23s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.70%)
Warning: Exception caused CatBoost_r177_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_r79_BAG_L2 ... Training model for up to 7.22s of the 7.20s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.33%)
Warning: Exception caused NeuralNetTorch_r79_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBM_r131_BAG_L2 ... Training model for up to 3.12s of the 3.10s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.68%)
Warning: Exception caused LightGBM_r131_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: WeightedEnsemble_L3 ... Training model for up to 145.95s of the -0.93s of remaining time.
Ensemble Weights: {'ExtraTreesMSE_BAG_L2': 0.72, 'RandomForestMSE_BAG_L2': 0.24, 'KNeighborsDist_BAG_L1': 0.04}
-35.1476 = Validation score (-root_mean_squared_error)
0.02s = Training runtime
0.0s = Validation runtime
AutoGluon training complete, total runtime = 147.05s ... Best model: WeightedEnsemble_L3 | Estimated inference throughput: 3802.2 rows/s (9676 batch size)
TabularPredictor saved. To load, use: predictor = TabularPredictor.load("c:\Users\Nandan\AWSMLENGINEERNANODEGREE\AWS\project\AutogluonModels\ag-20250222_023456\ds_sub_fit\sub_fit_ho")
Deleting DyStack predictor artifacts (clean_up_fits=True) ...
Leaderboard on holdout data (DyStack):
model score_holdout score_val eval_metric pred_time_test pred_time_val fit_time pred_time_test_marginal pred_time_val_marginal fit_time_marginal stack_level can_infer fit_order
0 RandomForestMSE_BAG_L2 -35.237055 -35.659849 root_mean_squared_error 1.896071 2.137668 9.515556 0.300630 0.404528 4.287169 2 True 8
1 WeightedEnsemble_L3 -35.337172 -35.147572 root_mean_squared_error 2.243216 2.544820 10.914898 0.015942 0.000000 0.024571 3 True 10
2 ExtraTreesMSE_BAG_L2 -35.469307 -35.209393 root_mean_squared_error 1.926645 2.140292 6.603158 0.331203 0.407153 1.374771 2 True 9
3 RandomForest_r195_BAG_L1 -37.192190 -37.771433 root_mean_squared_error 0.333127 0.470311 1.579837 0.333127 0.470311 1.579837 1 True 6
4 WeightedEnsemble_L2 -37.293255 -37.462367 root_mean_squared_error 1.191045 1.248859 4.319249 0.032440 0.000000 0.026417 2 True 7
5 ExtraTreesMSE_BAG_L1 -38.096661 -39.312162 root_mean_squared_error 0.401405 0.365300 0.884810 0.401405 0.365300 0.884810 1 True 4
6 RandomForestMSE_BAG_L1 -40.425264 -38.943857 root_mean_squared_error 0.377814 0.378688 1.812510 0.377814 0.378688 1.812510 1 True 3
7 ExtraTrees_r42_BAG_L1 -40.960561 -42.532334 root_mean_squared_error 0.384704 0.452754 0.919721 0.384704 0.452754 0.919721 1 True 5
8 KNeighborsDist_BAG_L1 -92.481676 -89.915546 root_mean_squared_error 0.046259 0.034559 0.015675 0.046259 0.034559 0.015675 1 True 2
9 KNeighborsUnif_BAG_L1 -109.955256 -107.377627 root_mean_squared_error 0.052133 0.031527 0.015834 0.052133 0.031527 0.015834 1 True 1
1 = Optimal num_stack_levels (Stacked Overfitting Occurred: False)
154s = DyStack runtime | 446s = Remaining runtime
Starting main fit with num_stack_levels=1.
For future fit calls on this dataset, you can skip DyStack to save time: `predictor.fit(..., dynamic_stacking=False, num_stack_levels=1)`
Beginning AutoGluon training ... Time limit = 446s
AutoGluon will save models to "c:\Users\Nandan\AWSMLENGINEERNANODEGREE\AWS\project\AutogluonModels\ag-20250222_023456"
Train Data Rows: 10886
Train Data Columns: 10
Label Column: count
Problem Type: regression
Preprocessing data ...
Using Feature Generators to preprocess the data ...
Fitting AutoMLPipelineFeatureGenerator...
Available Memory: 2672.83 MB
Train Data (Original) Memory Usage: 1.35 MB (0.1% of available memory)
Inferring data type of each feature based on column values. Set feature_metadata_in to manually specify special dtypes of the features.
Stage 1 Generators:
Fitting AsTypeFeatureGenerator...
Note: Converting 2 features to boolean dtype as they only contain 2 unique values.
Stage 2 Generators:
Fitting FillNaFeatureGenerator...
Stage 3 Generators:
Fitting IdentityFeatureGenerator...
Fitting CategoryFeatureGenerator...
Fitting CategoryMemoryMinimizeFeatureGenerator...
Fitting DatetimeFeatureGenerator...
Stage 4 Generators:
Fitting DropUniqueFeatureGenerator...
Stage 5 Generators:
Fitting DropDuplicatesFeatureGenerator...
Types of features in original data (raw dtype, special dtypes):
('category', []) : 2 | ['season', 'weather']
('float', []) : 3 | ['temp', 'atemp', 'windspeed']
('int', []) : 4 | ['holiday', 'workingday', 'humidity', 'hour']
('object', ['datetime_as_object']) : 1 | ['datetime']
Types of features in processed data (raw dtype, special dtypes):
('category', []) : 2 | ['season', 'weather']
('float', []) : 3 | ['temp', 'atemp', 'windspeed']
('int', []) : 2 | ['humidity', 'hour']
('int', ['bool']) : 2 | ['holiday', 'workingday']
('int', ['datetime_as_int']) : 5 | ['datetime', 'datetime.year', 'datetime.month', 'datetime.day', 'datetime.dayofweek']
0.1s = Fit runtime
10 features in original data used to generate 14 features in processed data.
Train Data (Processed) Memory Usage: 0.83 MB (0.0% of available memory)
Data preprocessing and feature engineering runtime = 0.13s ...
AutoGluon will gauge predictive performance using evaluation metric: 'root_mean_squared_error'
This metric's sign has been flipped to adhere to being higher_is_better. The metric score can be multiplied by -1 to get the metric value.
To change this, specify the eval_metric parameter of Predictor()
Large model count detected (112 configs) ... Only displaying the first 3 models of each family. To see all, set `verbosity=3`.
User-specified model hyperparameters to be fit:
{
'NN_TORCH': [{}, {'activation': 'elu', 'dropout_prob': 0.10077639529843717, 'hidden_size': 108, 'learning_rate': 0.002735937344002146, 'num_layers': 4, 'use_batchnorm': True, 'weight_decay': 1.356433327634438e-12, 'ag_args': {'name_suffix': '_r79', 'priority': -2}}, {'activation': 'elu', 'dropout_prob': 0.11897478034205347, 'hidden_size': 213, 'learning_rate': 0.0010474382260641949, 'num_layers': 4, 'use_batchnorm': False, 'weight_decay': 5.594471067786272e-10, 'ag_args': {'name_suffix': '_r22', 'priority': -7}}],
'GBM': [{'extra_trees': True, 'ag_args': {'name_suffix': 'XT'}}, {}, {'learning_rate': 0.03, 'num_leaves': 128, 'feature_fraction': 0.9, 'min_data_in_leaf': 3, 'ag_args': {'name_suffix': 'Large', 'priority': 0, 'hyperparameter_tune_kwargs': None}}],
'CAT': [{}, {'depth': 6, 'grow_policy': 'SymmetricTree', 'l2_leaf_reg': 2.1542798306067823, 'learning_rate': 0.06864209415792857, 'max_ctr_complexity': 4, 'one_hot_max_size': 10, 'ag_args': {'name_suffix': '_r177', 'priority': -1}}, {'depth': 8, 'grow_policy': 'Depthwise', 'l2_leaf_reg': 2.7997999596449104, 'learning_rate': 0.031375015734637225, 'max_ctr_complexity': 2, 'one_hot_max_size': 3, 'ag_args': {'name_suffix': '_r9', 'priority': -5}}],
'XGB': [{}, {'colsample_bytree': 0.6917311125174739, 'enable_categorical': False, 'learning_rate': 0.018063876087523967, 'max_depth': 10, 'min_child_weight': 0.6028633586934382, 'ag_args': {'name_suffix': '_r33', 'priority': -8}}, {'colsample_bytree': 0.6628423832084077, 'enable_categorical': False, 'learning_rate': 0.08775715546881824, 'max_depth': 5, 'min_child_weight': 0.6294123374222513, 'ag_args': {'name_suffix': '_r89', 'priority': -16}}],
'FASTAI': [{}, {'bs': 256, 'emb_drop': 0.5411770367537934, 'epochs': 43, 'layers': [800, 400], 'lr': 0.01519848858318159, 'ps': 0.23782946566604385, 'ag_args': {'name_suffix': '_r191', 'priority': -4}}, {'bs': 2048, 'emb_drop': 0.05070411322605811, 'epochs': 29, 'layers': [200, 100], 'lr': 0.08974235041576624, 'ps': 0.10393466140748028, 'ag_args': {'name_suffix': '_r102', 'priority': -11}}],
'RF': [{'criterion': 'gini', 'ag_args': {'name_suffix': 'Gini', 'problem_types': ['binary', 'multiclass']}}, {'criterion': 'entropy', 'ag_args': {'name_suffix': 'Entr', 'problem_types': ['binary', 'multiclass']}}, {'criterion': 'squared_error', 'ag_args': {'name_suffix': 'MSE', 'problem_types': ['regression', 'quantile']}}],
'XT': [{'criterion': 'gini', 'ag_args': {'name_suffix': 'Gini', 'problem_types': ['binary', 'multiclass']}}, {'criterion': 'entropy', 'ag_args': {'name_suffix': 'Entr', 'problem_types': ['binary', 'multiclass']}}, {'criterion': 'squared_error', 'ag_args': {'name_suffix': 'MSE', 'problem_types': ['regression', 'quantile']}}],
'KNN': [{'weights': 'uniform', 'ag_args': {'name_suffix': 'Unif'}}, {'weights': 'distance', 'ag_args': {'name_suffix': 'Dist'}}],
}
AutoGluon will fit 2 stack levels (L1 to L2) ...
Fitting 108 L1 models, fit_strategy="sequential" ...
Fitting model: KNeighborsUnif_BAG_L1 ... Training model for up to 297.48s of the 446.33s of remaining time.
-101.5882 = Validation score (-root_mean_squared_error)
0.03s = Training runtime
0.03s = Validation runtime
Fitting model: KNeighborsDist_BAG_L1 ... Training model for up to 297.38s of the 446.23s of remaining time.
-84.1464 = Validation score (-root_mean_squared_error)
0.04s = Training runtime
0.03s = Validation runtime
Fitting model: LightGBMXT_BAG_L1 ... Training model for up to 297.26s of the 446.11s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.28%)
Warning: Exception caused LightGBMXT_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBM_BAG_L1 ... Training model for up to 293.02s of the 441.87s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.27%)
Warning: Exception caused LightGBM_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: RandomForestMSE_BAG_L1 ... Training model for up to 288.92s of the 437.77s of remaining time.
-38.4547 = Validation score (-root_mean_squared_error)
2.06s = Training runtime
0.4s = Validation runtime
Fitting model: CatBoost_BAG_L1 ... Training model for up to 286.02s of the 434.87s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.41%)
Warning: Exception caused CatBoost_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: ExtraTreesMSE_BAG_L1 ... Training model for up to 281.55s of the 430.40s of remaining time.
-38.3273 = Validation score (-root_mean_squared_error)
0.98s = Training runtime
0.36s = Validation runtime
Fitting model: NeuralNetFastAI_BAG_L1 ... Training model for up to 279.85s of the 428.70s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.38%)
Warning: Exception caused NeuralNetFastAI_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: XGBoost_BAG_L1 ... Training model for up to 275.59s of the 424.44s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.48%)
Warning: Exception caused XGBoost_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_BAG_L1 ... Training model for up to 271.26s of the 420.11s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.21%)
Warning: Exception caused NeuralNetTorch_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBMLarge_BAG_L1 ... Training model for up to 266.85s of the 415.70s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.66%)
Warning: Exception caused LightGBMLarge_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: CatBoost_r177_BAG_L1 ... Training model for up to 262.47s of the 411.32s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.44%)
Warning: Exception caused CatBoost_r177_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_r79_BAG_L1 ... Training model for up to 258.23s of the 407.08s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.22%)
Warning: Exception caused NeuralNetTorch_r79_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBM_r131_BAG_L1 ... Training model for up to 253.93s of the 402.78s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.43%)
Warning: Exception caused LightGBM_r131_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r191_BAG_L1 ... Training model for up to 249.47s of the 398.32s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.43%)
Warning: Exception caused NeuralNetFastAI_r191_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: CatBoost_r9_BAG_L1 ... Training model for up to 245.01s of the 393.86s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.24%)
Warning: Exception caused CatBoost_r9_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBM_r96_BAG_L1 ... Training model for up to 240.64s of the 389.49s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.33%)
Warning: Exception caused LightGBM_r96_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_r22_BAG_L1 ... Training model for up to 236.25s of the 385.10s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.26%)
Warning: Exception caused NeuralNetTorch_r22_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: XGBoost_r33_BAG_L1 ... Training model for up to 232.07s of the 380.92s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=2.62%)
Warning: Exception caused XGBoost_r33_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: ExtraTrees_r42_BAG_L1 ... Training model for up to 227.70s of the 376.55s of remaining time.
-41.0411 = Validation score (-root_mean_squared_error)
0.82s = Training runtime
0.38s = Validation runtime
Fitting model: CatBoost_r137_BAG_L1 ... Training model for up to 226.04s of the 374.89s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.40%)
Warning: Exception caused CatBoost_r137_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r102_BAG_L1 ... Training model for up to 221.79s of the 370.64s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.56%)
Warning: Exception caused NeuralNetFastAI_r102_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: CatBoost_r13_BAG_L1 ... Training model for up to 217.32s of the 366.17s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.66%)
Warning: Exception caused CatBoost_r13_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: RandomForest_r195_BAG_L1 ... Training model for up to 212.93s of the 361.78s of remaining time.
-36.8805 = Validation score (-root_mean_squared_error)
1.63s = Training runtime
0.4s = Validation runtime
Fitting model: LightGBM_r188_BAG_L1 ... Training model for up to 210.47s of the 359.32s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.08%)
Warning: Exception caused LightGBM_r188_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r145_BAG_L1 ... Training model for up to 206.00s of the 354.85s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.42%)
Warning: Exception caused NeuralNetFastAI_r145_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: XGBoost_r89_BAG_L1 ... Training model for up to 201.64s of the 350.49s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.58%)
Warning: Exception caused XGBoost_r89_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_r30_BAG_L1 ... Training model for up to 197.26s of the 346.11s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.25%)
Warning: Exception caused NeuralNetTorch_r30_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBM_r130_BAG_L1 ... Training model for up to 192.88s of the 341.73s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.64%)
Warning: Exception caused LightGBM_r130_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_r86_BAG_L1 ... Training model for up to 188.44s of the 337.29s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.27%)
Warning: Exception caused NeuralNetTorch_r86_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: CatBoost_r50_BAG_L1 ... Training model for up to 183.95s of the 332.80s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.36%)
Warning: Exception caused CatBoost_r50_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r11_BAG_L1 ... Training model for up to 179.37s of the 328.22s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.52%)
Warning: Exception caused NeuralNetFastAI_r11_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: XGBoost_r194_BAG_L1 ... Training model for up to 174.58s of the 323.43s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.90%)
Warning: Exception caused XGBoost_r194_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: ExtraTrees_r172_BAG_L1 ... Training model for up to 170.05s of the 318.90s of remaining time.
-42.6691 = Validation score (-root_mean_squared_error)
0.68s = Training runtime
0.58s = Validation runtime
Fitting model: CatBoost_r69_BAG_L1 ... Training model for up to 168.59s of the 317.44s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.45%)
Warning: Exception caused CatBoost_r69_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r103_BAG_L1 ... Training model for up to 163.07s of the 311.92s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.73%)
Warning: Exception caused NeuralNetFastAI_r103_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_r14_BAG_L1 ... Training model for up to 155.44s of the 304.29s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.30%)
Warning: Exception caused NeuralNetTorch_r14_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBM_r161_BAG_L1 ... Training model for up to 148.47s of the 297.32s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.59%)
Warning: Exception caused LightGBM_r161_BAG_L1 to fail during training... Skipping this model.
Session name session_2025-02-22_08-10-05_283411_3904 does not match persisted value b'session_2025-02-22_08-07-01_595040_3904'. Perhaps there was an error connecting to Redis.
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1364, in start_head_processes
self._write_cluster_info_to_kv()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1319, in _write_cluster_info_to_kv
assert curr_val == self._session_name.encode("utf-8"), (
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
AssertionError: Session name session_2025-02-22_08-10-05_283411_3904 does not match persisted value b'session_2025-02-22_08-07-01_595040_3904'. Perhaps there was an error connecting to Redis.
Fitting model: NeuralNetFastAI_r143_BAG_L1 ... Training model for up to 141.66s of the 290.51s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.58%)
Warning: Exception caused NeuralNetFastAI_r143_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: CatBoost_r70_BAG_L1 ... Training model for up to 134.31s of the 283.16s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.66%)
Warning: Exception caused CatBoost_r70_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r156_BAG_L1 ... Training model for up to 127.01s of the 275.87s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.61%)
Warning: Exception caused NeuralNetFastAI_r156_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBM_r196_BAG_L1 ... Training model for up to 119.96s of the 268.81s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.14%)
Warning: Exception caused LightGBM_r196_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: RandomForest_r39_BAG_L1 ... Training model for up to 112.58s of the 261.43s of remaining time.
-37.2838 = Validation score (-root_mean_squared_error)
1.49s = Training runtime
0.63s = Validation runtime
Fitting model: CatBoost_r167_BAG_L1 ... Training model for up to 110.18s of the 259.03s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.49%)
Warning: Exception caused CatBoost_r167_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r95_BAG_L1 ... Training model for up to 103.05s of the 251.90s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.94%)
Warning: Exception caused NeuralNetFastAI_r95_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_r41_BAG_L1 ... Training model for up to 95.41s of the 244.26s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.62%)
Warning: Exception caused NeuralNetTorch_r41_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: XGBoost_r98_BAG_L1 ... Training model for up to 88.12s of the 236.97s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=3.56%)
Warning: Exception caused XGBoost_r98_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBM_r15_BAG_L1 ... Training model for up to 80.80s of the 229.65s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.99%)
Warning: Exception caused LightGBM_r15_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_r158_BAG_L1 ... Training model for up to 73.30s of the 222.15s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.25%)
Warning: Exception caused NeuralNetTorch_r158_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: CatBoost_r86_BAG_L1 ... Training model for up to 65.42s of the 214.27s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.29%)
Warning: Exception caused CatBoost_r86_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r37_BAG_L1 ... Training model for up to 58.11s of the 206.96s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.48%)
Warning: Exception caused NeuralNetFastAI_r37_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_r197_BAG_L1 ... Training model for up to 51.00s of the 199.85s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.27%)
Warning: Exception caused NeuralNetTorch_r197_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: CatBoost_r49_BAG_L1 ... Training model for up to 43.67s of the 192.52s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.37%)
Warning: Exception caused CatBoost_r49_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: ExtraTrees_r49_BAG_L1 ... Training model for up to 36.40s of the 185.25s of remaining time.
-78.9166 = Validation score (-root_mean_squared_error)
1.2s = Training runtime
0.65s = Validation runtime
Fitting model: LightGBM_r143_BAG_L1 ... Training model for up to 33.96s of the 182.81s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.28%)
Warning: Exception caused LightGBM_r143_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: RandomForest_r127_BAG_L1 ... Training model for up to 26.06s of the 174.91s of remaining time.
-40.2752 = Validation score (-root_mean_squared_error)
2.95s = Training runtime
0.91s = Validation runtime
Fitting model: NeuralNetFastAI_r134_BAG_L1 ... Training model for up to 21.94s of the 170.79s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.66%)
Warning: Exception caused NeuralNetFastAI_r134_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: RandomForest_r34_BAG_L1 ... Training model for up to 13.70s of the 162.55s of remaining time.
-59.4915 = Validation score (-root_mean_squared_error)
1.68s = Training runtime
0.61s = Validation runtime
Fitting model: LightGBM_r94_BAG_L1 ... Training model for up to 11.19s of the 160.05s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.44%)
Warning: Exception caused LightGBM_r94_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_r143_BAG_L1 ... Training model for up to 2.71s of the 151.56s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.35%)
Warning: Exception caused NeuralNetTorch_r143_BAG_L1 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: WeightedEnsemble_L2 ... Training model for up to 360.00s of the 143.35s of remaining time.
Ensemble Weights: {'RandomForest_r195_BAG_L1': 0.64, 'ExtraTreesMSE_BAG_L1': 0.2, 'RandomForestMSE_BAG_L1': 0.12, 'KNeighborsDist_BAG_L1': 0.04}
-36.5813 = Validation score (-root_mean_squared_error)
0.07s = Training runtime
0.0s = Validation runtime
Fitting 106 L2 models, fit_strategy="sequential" ...
Fitting model: LightGBMXT_BAG_L2 ... Training model for up to 143.20s of the 143.13s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.02%)
Warning: Exception caused LightGBMXT_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBM_BAG_L2 ... Training model for up to 135.12s of the 135.05s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.04%)
Warning: Exception caused LightGBM_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: RandomForestMSE_BAG_L2 ... Training model for up to 126.80s of the 126.73s of remaining time.
-34.2639 = Validation score (-root_mean_squared_error)
22.89s = Training runtime
1.71s = Validation runtime
Fitting model: CatBoost_BAG_L2 ... Training model for up to 101.15s of the 101.08s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.62%)
Warning: Exception caused CatBoost_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: ExtraTreesMSE_BAG_L2 ... Training model for up to 95.03s of the 94.96s of remaining time.
-34.3614 = Validation score (-root_mean_squared_error)
6.28s = Training runtime
1.58s = Validation runtime
Fitting model: NeuralNetFastAI_BAG_L2 ... Training model for up to 86.22s of the 86.15s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.85%)
Warning: Exception caused NeuralNetFastAI_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: XGBoost_BAG_L2 ... Training model for up to 78.10s of the 78.03s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.20%)
Warning: Exception caused XGBoost_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_BAG_L2 ... Training model for up to 70.46s of the 70.39s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.48%)
Warning: Exception caused NeuralNetTorch_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBMLarge_BAG_L2 ... Training model for up to 62.81s of the 62.74s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.74%)
Warning: Exception caused LightGBMLarge_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: CatBoost_r177_BAG_L2 ... Training model for up to 54.98s of the 54.92s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.31%)
Warning: Exception caused CatBoost_r177_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_r79_BAG_L2 ... Training model for up to 47.76s of the 47.70s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.61%)
Warning: Exception caused NeuralNetTorch_r79_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBM_r131_BAG_L2 ... Training model for up to 40.20s of the 40.13s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.55%)
Warning: Exception caused LightGBM_r131_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetFastAI_r191_BAG_L2 ... Training model for up to 32.32s of the 32.24s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.53%)
Warning: Exception caused NeuralNetFastAI_r191_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: CatBoost_r9_BAG_L2 ... Training model for up to 24.34s of the 24.27s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=5.17%)
Warning: Exception caused CatBoost_r9_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: LightGBM_r96_BAG_L2 ... Training model for up to 16.93s of the 16.86s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.22%)
Warning: Exception caused LightGBM_r96_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: NeuralNetTorch_r22_BAG_L2 ... Training model for up to 9.35s of the 9.28s of remaining time.
Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.01%)
Warning: Exception caused NeuralNetTorch_r22_BAG_L2 to fail during training... Skipping this model.
[Errno 203] AssignProcessToJobObject() failed
Detailed Traceback:
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2106, in _train_and_save
model = self._train_single(**model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 1993, in _train_single
model = model.fit(X=X, y=y, X_val=X_val, y_val=y_val, X_test=X_test, y_test=y_test, total_resources=total_resources, **model_fit_kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Fitting model: WeightedEnsemble_L3 ... Training model for up to 360.00s of the 1.17s of remaining time.
Ensemble Weights: {'RandomForestMSE_BAG_L2': 0.52, 'ExtraTreesMSE_BAG_L2': 0.44, 'KNeighborsDist_BAG_L1': 0.04}
-34.0231 = Validation score (-root_mean_squared_error)
0.08s = Training runtime
0.0s = Validation runtime
AutoGluon training complete, total runtime = 445.44s ... Best model: WeightedEnsemble_L3 | Estimated inference throughput: 1420.5 rows/s (10886 batch size)
TabularPredictor saved. To load, use: predictor = TabularPredictor.load("c:\Users\Nandan\AWSMLENGINEERNANODEGREE\AWS\project\AutogluonModels\ag-20250222_023456")
In [30]:
predictor_new_features.fit_summary()
*** Summary of fit() ***
Estimated performance of each model:
model score_val eval_metric pred_time_val fit_time pred_time_val_marginal fit_time_marginal stack_level can_infer fit_order
0 WeightedEnsemble_L3 -34.023094 root_mean_squared_error 7.663680 41.144866 0.002017 0.081023 3 True 15
1 RandomForestMSE_BAG_L2 -34.263868 root_mean_squared_error 6.081807 34.779806 1.713785 22.890878 2 True 13
2 ExtraTreesMSE_BAG_L2 -34.361368 root_mean_squared_error 5.947879 18.172964 1.579857 6.284036 2 True 14
3 WeightedEnsemble_L2 -36.581258 root_mean_squared_error 1.193850 4.780295 0.000000 0.066961 2 True 12
4 RandomForest_r195_BAG_L1 -36.880520 root_mean_squared_error 0.397096 1.632628 0.397096 1.632628 1 True 6
5 RandomForest_r39_BAG_L1 -37.283790 root_mean_squared_error 0.626395 1.489108 0.626395 1.489108 1 True 8
6 ExtraTreesMSE_BAG_L1 -38.327292 root_mean_squared_error 0.363471 0.981819 0.363471 0.981819 1 True 4
7 RandomForestMSE_BAG_L1 -38.454668 root_mean_squared_error 0.402824 2.056578 0.402824 2.056578 1 True 3
8 RandomForest_r127_BAG_L1 -40.275244 root_mean_squared_error 0.912912 2.950527 0.912912 2.950527 1 True 10
9 ExtraTrees_r42_BAG_L1 -41.041091 root_mean_squared_error 0.380205 0.820973 0.380205 0.820973 1 True 5
10 ExtraTrees_r172_BAG_L1 -42.669071 root_mean_squared_error 0.576969 0.682665 0.576969 0.682665 1 True 7
11 RandomForest_r34_BAG_L1 -59.491506 root_mean_squared_error 0.606503 1.676050 0.606503 1.676050 1 True 11
12 ExtraTrees_r49_BAG_L1 -78.916636 root_mean_squared_error 0.647443 1.201774 0.647443 1.201774 1 True 9
13 KNeighborsDist_BAG_L1 -84.146423 root_mean_squared_error 0.030459 0.042309 0.030459 0.042309 1 True 2
14 KNeighborsUnif_BAG_L1 -101.588176 root_mean_squared_error 0.030248 0.030548 0.030248 0.030548 1 True 1
Number of models trained: 15
Types of models trained:
{'StackerEnsembleModel_KNN', 'StackerEnsembleModel_XT', 'WeightedEnsembleModel', 'StackerEnsembleModel_RF'}
Bagging used: True (with 8 folds)
Multi-layer stack-ensembling used: True (with 3 levels)
Feature Metadata (Processed):
(raw dtype, special dtypes):
('category', []) : 2 | ['season', 'weather']
('float', []) : 3 | ['temp', 'atemp', 'windspeed']
('int', []) : 2 | ['humidity', 'hour']
('int', ['bool']) : 2 | ['holiday', 'workingday']
('int', ['datetime_as_int']) : 5 | ['datetime', 'datetime.year', 'datetime.month', 'datetime.day', 'datetime.dayofweek']
*** End of fit() summary ***
C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\utils\plots.py:169: UserWarning: AutoGluon summary plots cannot be created because bokeh is not installed. To see plots, please do: "pip install bokeh==2.0.1"
warnings.warn('AutoGluon summary plots cannot be created because bokeh is not installed. To see plots, please do: "pip install bokeh==2.0.1"')
Out[30]:
{'model_types': {'KNeighborsUnif_BAG_L1': 'StackerEnsembleModel_KNN',
'KNeighborsDist_BAG_L1': 'StackerEnsembleModel_KNN',
'RandomForestMSE_BAG_L1': 'StackerEnsembleModel_RF',
'ExtraTreesMSE_BAG_L1': 'StackerEnsembleModel_XT',
'ExtraTrees_r42_BAG_L1': 'StackerEnsembleModel_XT',
'RandomForest_r195_BAG_L1': 'StackerEnsembleModel_RF',
'ExtraTrees_r172_BAG_L1': 'StackerEnsembleModel_XT',
'RandomForest_r39_BAG_L1': 'StackerEnsembleModel_RF',
'ExtraTrees_r49_BAG_L1': 'StackerEnsembleModel_XT',
'RandomForest_r127_BAG_L1': 'StackerEnsembleModel_RF',
'RandomForest_r34_BAG_L1': 'StackerEnsembleModel_RF',
'WeightedEnsemble_L2': 'WeightedEnsembleModel',
'RandomForestMSE_BAG_L2': 'StackerEnsembleModel_RF',
'ExtraTreesMSE_BAG_L2': 'StackerEnsembleModel_XT',
'WeightedEnsemble_L3': 'WeightedEnsembleModel'},
'model_performance': {'KNeighborsUnif_BAG_L1': -101.58817625927213,
'KNeighborsDist_BAG_L1': -84.14642264302962,
'RandomForestMSE_BAG_L1': -38.45466810500669,
'ExtraTreesMSE_BAG_L1': -38.327292422590865,
'ExtraTrees_r42_BAG_L1': -41.04109069814686,
'RandomForest_r195_BAG_L1': -36.880519683797786,
'ExtraTrees_r172_BAG_L1': -42.66907062279928,
'RandomForest_r39_BAG_L1': -37.28379019502634,
'ExtraTrees_r49_BAG_L1': -78.91663634613299,
'RandomForest_r127_BAG_L1': -40.2752442940291,
'RandomForest_r34_BAG_L1': -59.49150638686093,
'WeightedEnsemble_L2': -36.581257657296845,
'RandomForestMSE_BAG_L2': -34.26386783275327,
'ExtraTreesMSE_BAG_L2': -34.36136783941741,
'WeightedEnsemble_L3': -34.023093666310395},
'model_best': 'WeightedEnsemble_L3',
'model_paths': {'KNeighborsUnif_BAG_L1': ['KNeighborsUnif_BAG_L1'],
'KNeighborsDist_BAG_L1': ['KNeighborsDist_BAG_L1'],
'RandomForestMSE_BAG_L1': ['RandomForestMSE_BAG_L1'],
'ExtraTreesMSE_BAG_L1': ['ExtraTreesMSE_BAG_L1'],
'ExtraTrees_r42_BAG_L1': ['ExtraTrees_r42_BAG_L1'],
'RandomForest_r195_BAG_L1': ['RandomForest_r195_BAG_L1'],
'ExtraTrees_r172_BAG_L1': ['ExtraTrees_r172_BAG_L1'],
'RandomForest_r39_BAG_L1': ['RandomForest_r39_BAG_L1'],
'ExtraTrees_r49_BAG_L1': ['ExtraTrees_r49_BAG_L1'],
'RandomForest_r127_BAG_L1': ['RandomForest_r127_BAG_L1'],
'RandomForest_r34_BAG_L1': ['RandomForest_r34_BAG_L1'],
'WeightedEnsemble_L2': ['WeightedEnsemble_L2'],
'RandomForestMSE_BAG_L2': ['RandomForestMSE_BAG_L2'],
'ExtraTreesMSE_BAG_L2': ['ExtraTreesMSE_BAG_L2'],
'WeightedEnsemble_L3': ['WeightedEnsemble_L3']},
'model_fit_times': {'KNeighborsUnif_BAG_L1': 0.030547618865966797,
'KNeighborsDist_BAG_L1': 0.04230856895446777,
'RandomForestMSE_BAG_L1': 2.0565781593322754,
'ExtraTreesMSE_BAG_L1': 0.9818191528320312,
'ExtraTrees_r42_BAG_L1': 0.8209731578826904,
'RandomForest_r195_BAG_L1': 1.6326279640197754,
'ExtraTrees_r172_BAG_L1': 0.6826648712158203,
'RandomForest_r39_BAG_L1': 1.489107608795166,
'ExtraTrees_r49_BAG_L1': 1.2017738819122314,
'RandomForest_r127_BAG_L1': 2.9505271911621094,
'RandomForest_r34_BAG_L1': 1.6760504245758057,
'WeightedEnsemble_L2': 0.06696081161499023,
'RandomForestMSE_BAG_L2': 22.890878200531006,
'ExtraTreesMSE_BAG_L2': 6.284036159515381,
'WeightedEnsemble_L3': 0.0810234546661377},
'model_pred_times': {'KNeighborsUnif_BAG_L1': 0.030248403549194336,
'KNeighborsDist_BAG_L1': 0.03045940399169922,
'RandomForestMSE_BAG_L1': 0.40282368659973145,
'ExtraTreesMSE_BAG_L1': 0.36347079277038574,
'ExtraTrees_r42_BAG_L1': 0.3802051544189453,
'RandomForest_r195_BAG_L1': 0.3970956802368164,
'ExtraTrees_r172_BAG_L1': 0.5769691467285156,
'RandomForest_r39_BAG_L1': 0.626394510269165,
'ExtraTrees_r49_BAG_L1': 0.6474432945251465,
'RandomForest_r127_BAG_L1': 0.9129118919372559,
'RandomForest_r34_BAG_L1': 0.6065032482147217,
'WeightedEnsemble_L2': 0.0,
'RandomForestMSE_BAG_L2': 1.713785171508789,
'ExtraTreesMSE_BAG_L2': 1.5798566341400146,
'WeightedEnsemble_L3': 0.0020165443420410156},
'num_bag_folds': 8,
'max_stack_level': 3,
'model_hyperparams': {'KNeighborsUnif_BAG_L1': {'use_orig_features': True,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True,
'use_child_oof': True},
'KNeighborsDist_BAG_L1': {'use_orig_features': True,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True,
'use_child_oof': True},
'RandomForestMSE_BAG_L1': {'use_orig_features': True,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True,
'use_child_oof': True},
'ExtraTreesMSE_BAG_L1': {'use_orig_features': True,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True,
'use_child_oof': True},
'ExtraTrees_r42_BAG_L1': {'use_orig_features': True,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True,
'use_child_oof': True},
'RandomForest_r195_BAG_L1': {'use_orig_features': True,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True,
'use_child_oof': True},
'ExtraTrees_r172_BAG_L1': {'use_orig_features': True,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True,
'use_child_oof': True},
'RandomForest_r39_BAG_L1': {'use_orig_features': True,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True,
'use_child_oof': True},
'ExtraTrees_r49_BAG_L1': {'use_orig_features': True,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True,
'use_child_oof': True},
'RandomForest_r127_BAG_L1': {'use_orig_features': True,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True,
'use_child_oof': True},
'RandomForest_r34_BAG_L1': {'use_orig_features': True,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True,
'use_child_oof': True},
'WeightedEnsemble_L2': {'use_orig_features': False,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True},
'RandomForestMSE_BAG_L2': {'use_orig_features': True,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True,
'use_child_oof': True},
'ExtraTreesMSE_BAG_L2': {'use_orig_features': True,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True,
'use_child_oof': True},
'WeightedEnsemble_L3': {'use_orig_features': False,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True}},
'leaderboard': model score_val eval_metric \
0 WeightedEnsemble_L3 -34.023094 root_mean_squared_error
1 RandomForestMSE_BAG_L2 -34.263868 root_mean_squared_error
2 ExtraTreesMSE_BAG_L2 -34.361368 root_mean_squared_error
3 WeightedEnsemble_L2 -36.581258 root_mean_squared_error
4 RandomForest_r195_BAG_L1 -36.880520 root_mean_squared_error
5 RandomForest_r39_BAG_L1 -37.283790 root_mean_squared_error
6 ExtraTreesMSE_BAG_L1 -38.327292 root_mean_squared_error
7 RandomForestMSE_BAG_L1 -38.454668 root_mean_squared_error
8 RandomForest_r127_BAG_L1 -40.275244 root_mean_squared_error
9 ExtraTrees_r42_BAG_L1 -41.041091 root_mean_squared_error
10 ExtraTrees_r172_BAG_L1 -42.669071 root_mean_squared_error
11 RandomForest_r34_BAG_L1 -59.491506 root_mean_squared_error
12 ExtraTrees_r49_BAG_L1 -78.916636 root_mean_squared_error
13 KNeighborsDist_BAG_L1 -84.146423 root_mean_squared_error
14 KNeighborsUnif_BAG_L1 -101.588176 root_mean_squared_error
pred_time_val fit_time pred_time_val_marginal fit_time_marginal \
0 7.663680 41.144866 0.002017 0.081023
1 6.081807 34.779806 1.713785 22.890878
2 5.947879 18.172964 1.579857 6.284036
3 1.193850 4.780295 0.000000 0.066961
4 0.397096 1.632628 0.397096 1.632628
5 0.626395 1.489108 0.626395 1.489108
6 0.363471 0.981819 0.363471 0.981819
7 0.402824 2.056578 0.402824 2.056578
8 0.912912 2.950527 0.912912 2.950527
9 0.380205 0.820973 0.380205 0.820973
10 0.576969 0.682665 0.576969 0.682665
11 0.606503 1.676050 0.606503 1.676050
12 0.647443 1.201774 0.647443 1.201774
13 0.030459 0.042309 0.030459 0.042309
14 0.030248 0.030548 0.030248 0.030548
stack_level can_infer fit_order
0 3 True 15
1 2 True 13
2 2 True 14
3 2 True 12
4 1 True 6
5 1 True 8
6 1 True 4
7 1 True 3
8 1 True 10
9 1 True 5
10 1 True 7
11 1 True 11
12 1 True 9
13 1 True 2
14 1 True 1 }
In [31]:
# Remember to set all negative values to zero
predictions = predictor_new_features.predict(test)
predictions = predictions.clip(lower=0) # Ensures no negative values
In [32]:
predictions.head()
Out[32]:
0 18.749931 1 13.054918 2 6.666178 3 5.426620 4 5.101864 Name: count, dtype: float32
In [33]:
# Output the model's `score_val` in a bar chart to compare performance
predictor_new_features.leaderboard(silent=True).plot(kind="bar", x="model", y="score_val")
Out[33]:
<Axes: xlabel='model'>
In [34]:
# Load the sample submission file
submission_new_features = pd.read_csv("sampleSubmission.csv")
In [35]:
# Same submitting predictions
submission_new_features["count"] = predictions
submission_new_features.to_csv("submission_new_features.csv", index=False)
In [36]:
!kaggle competitions submit -c bike-sharing-demand -f submission_new_features.csv -m "new features"
Successfully submitted to Bike Sharing Demand
0%| | 0.00/195k [00:00<?, ?B/s] 8%|▊ | 16.0k/195k [00:00<00:04, 39.3kB/s] 49%|████▉ | 96.0k/195k [00:00<00:00, 195kB/s] 66%|██████▌ | 128k/195k [00:00<00:00, 178kB/s] 82%|████████▏ | 160k/195k [00:00<00:00, 180kB/s] 99%|█████████▊| 192k/195k [00:01<00:00, 131kB/s] 100%|██████████| 195k/195k [00:02<00:00, 80.5kB/s]
In [37]:
!kaggle competitions submissions -c bike-sharing-demand > submission_new_features.txt
!powershell -Command "Get-Content submission_new_features.txt | Select-Object -First 6"
fileName date description status publicScore privateScore --------------------------- ------------------- --------------------------------- -------- ----------- ------------ submission_new_features.csv 2025-02-22 02:45:07 new features complete 0.59867 0.59867 submission.csv 2025-02-22 02:34:51 first raw submission complete 1.81999 1.81999 submission_new_hpo.csv 2025-02-21 16:10:05 new features with hyperparameters complete 0.48802 0.48802 submission_new_features.csv 2025-02-21 15:55:32 new features complete 0.60427 0.60427
New Score of ?¶
In [38]:
!kaggle competitions submissions -c bike-sharing-demand
fileName date description status publicScore privateScore --------------------------- ------------------- --------------------------------- -------- ----------- ------------ submission_new_features.csv 2025-02-22 02:45:07 new features complete 0.59867 0.59867 submission.csv 2025-02-22 02:34:51 first raw submission complete 1.81999 1.81999 submission_new_hpo.csv 2025-02-21 16:10:05 new features with hyperparameters complete 0.48802 0.48802 submission_new_features.csv 2025-02-21 15:55:32 new features complete 0.60427 0.60427 submission.csv 2025-02-21 15:45:03 first raw submission complete 1.81136 1.81136 submission_new_features.csv 2025-02-21 15:20:05 new features complete 0.59753 0.59753 submission_new_features.csv 2025-02-21 14:05:55 new features complete 0.61229 0.61229 submission.csv 2025-02-21 13:32:36 first raw submission complete 1.81502 1.81502
Step 6: Hyper parameter optimization¶
- There are many options for hyper parameter optimization.
- Options are to change the AutoGluon higher level parameters or the individual model hyperparameters.
- The hyperparameters of the models themselves that are in AutoGluon. Those need the
hyperparameterandhyperparameter_tune_kwargsarguments.
In [39]:
num_trials = 10 # Number of hyperparameter optimization trials you want to perform
search_strategy = 'random' # tune hyperparameters using Bayesian optimization routine with a local scheduler
scheduler = 'local' # Local FIFO scheduler
hyperparameter_tune_kwargs = {
'num_trials': num_trials,
'scheduler' : scheduler,
'searcher': search_strategy,
}
predictor_new_hpo = TabularPredictor(label="count").fit(
train_data=train,
time_limit=600, # 10-minute limit
presets="best_quality", # Focus on highest quality
hyperparameter_tune_kwargs=hyperparameter_tune_kwargs, # Random search with 10 trials
hyperparameters={
'GBM': {}, # Use default hyperparameters for LightGBM
'RF': {'n_estimators': 100}, # Increase trees in RandomForest
'XGB': {'eta': 0.1, 'max_depth': 6}, # Adjust XGBoost learning rate and depth
}
)
No path specified. Models will be saved in: "AutogluonModels\ag-20250222_024511"
Verbosity: 2 (Standard Logging)
=================== System Info ===================
AutoGluon Version: 1.2
Python Version: 3.11.9
Operating System: Windows
Platform Machine: AMD64
Platform Version: 10.0.26100
CPU Count: 18
Memory Avail: 1.80 GB / 15.43 GB (11.6%)
Disk Space Avail: 315.68 GB / 475.85 GB (66.3%)
===================================================
Presets specified: ['best_quality']
Warning: hyperparameter tuning is currently experimental and may cause the process to hang.
Setting dynamic_stacking from 'auto' to True. Reason: Enable dynamic_stacking when use_bag_holdout is disabled. (use_bag_holdout=False)
Stack configuration (auto_stack=True): num_stack_levels=1, num_bag_folds=8, num_bag_sets=1
DyStack is enabled (dynamic_stacking=True). AutoGluon will try to determine whether the input data is affected by stacked overfitting and enable or disable stacking as a consequence.
This is used to identify the optimal `num_stack_levels` value. Copies of AutoGluon will be fit on subsets of the data. Then holdout validation data is used to detect stacked overfitting.
Running DyStack for up to 150s of the 600s of remaining time (25%).
Running DyStack sub-fit in a ray process to avoid memory leakage. Enabling ray logging (enable_ray_logging=True). Specify `ds_args={'enable_ray_logging': False}` if you experience logging issues.
C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\tabular\predictor\predictor.py:1380: UserWarning: Failed to use ray for memory safe fits. Falling back to normal fit. Error: OSError(203, 'AssignProcessToJobObject() failed')
stacked_overfitting = self._sub_fit_memory_save_wrapper(
Context path: "c:\Users\Nandan\AWSMLENGINEERNANODEGREE\AWS\project\AutogluonModels\ag-20250222_024511\ds_sub_fit\sub_fit_ho"
Running DyStack sub-fit ...
Beginning AutoGluon training ... Time limit = 142s
AutoGluon will save models to "c:\Users\Nandan\AWSMLENGINEERNANODEGREE\AWS\project\AutogluonModels\ag-20250222_024511\ds_sub_fit\sub_fit_ho"
Train Data Rows: 9676
Train Data Columns: 10
Label Column: count
Problem Type: regression
Preprocessing data ...
Using Feature Generators to preprocess the data ...
Fitting AutoMLPipelineFeatureGenerator...
Available Memory: 1805.65 MB
Train Data (Original) Memory Usage: 1.20 MB (0.1% of available memory)
Inferring data type of each feature based on column values. Set feature_metadata_in to manually specify special dtypes of the features.
Stage 1 Generators:
Fitting AsTypeFeatureGenerator...
Note: Converting 2 features to boolean dtype as they only contain 2 unique values.
Stage 2 Generators:
Fitting FillNaFeatureGenerator...
Stage 3 Generators:
Fitting IdentityFeatureGenerator...
Fitting CategoryFeatureGenerator...
Fitting CategoryMemoryMinimizeFeatureGenerator...
Fitting DatetimeFeatureGenerator...
Stage 4 Generators:
Fitting DropUniqueFeatureGenerator...
Stage 5 Generators:
Fitting DropDuplicatesFeatureGenerator...
Types of features in original data (raw dtype, special dtypes):
('category', []) : 2 | ['season', 'weather']
('float', []) : 3 | ['temp', 'atemp', 'windspeed']
('int', []) : 4 | ['holiday', 'workingday', 'humidity', 'hour']
('object', ['datetime_as_object']) : 1 | ['datetime']
Types of features in processed data (raw dtype, special dtypes):
('category', []) : 2 | ['season', 'weather']
('float', []) : 3 | ['temp', 'atemp', 'windspeed']
('int', []) : 2 | ['humidity', 'hour']
('int', ['bool']) : 2 | ['holiday', 'workingday']
('int', ['datetime_as_int']) : 5 | ['datetime', 'datetime.year', 'datetime.month', 'datetime.day', 'datetime.dayofweek']
0.2s = Fit runtime
10 features in original data used to generate 14 features in processed data.
Train Data (Processed) Memory Usage: 0.74 MB (0.0% of available memory)
Data preprocessing and feature engineering runtime = 0.22s ...
AutoGluon will gauge predictive performance using evaluation metric: 'root_mean_squared_error'
This metric's sign has been flipped to adhere to being higher_is_better. The metric score can be multiplied by -1 to get the metric value.
To change this, specify the eval_metric parameter of Predictor()
User-specified model hyperparameters to be fit:
{
'GBM': [{}],
'RF': [{'n_estimators': 100}],
'XGB': [{'eta': 0.1, 'max_depth': 6}],
}
AutoGluon will fit 2 stack levels (L1 to L2) ...
Fitting 3 L1 models, fit_strategy="sequential" ...
Hyperparameter tuning model: LightGBM_BAG_L1 ... Tuning model for up to 28.44s of the 142.26s of remaining time.
0%| | 0/10 [00:00<?, ?it/s] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.43%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
10%|█ | 1/10 [00:08<01:12, 8.02s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.71%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
20%|██ | 2/10 [00:15<01:01, 7.65s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.59%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Stopping HPO to satisfy time limit...
20%|██ | 2/10 [00:22<01:31, 11.38s/it]
No model was trained during hyperparameter tuning LightGBM_BAG_L1... Skipping this model.
Hyperparameter tuning model: RandomForest_BAG_L1 ... Tuning model for up to 28.44s of the 119.42s of remaining time.
No hyperparameter search space specified for RandomForest_BAG_L1. Skipping HPO. Will train one model based on the provided hyperparameters.
Fitted model: RandomForest_BAG_L1 ...
-39.3474 = Validation score (-root_mean_squared_error)
1.21s = Training runtime
0.2s = Validation runtime
Hyperparameter tuning model: XGBoost_BAG_L1 ... Tuning model for up to 28.44s of the 118.14s of remaining time.
0%| | 0/10 [00:00<?, ?it/s] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.89%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
10%|█ | 1/10 [00:07<01:09, 7.71s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.85%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
20%|██ | 2/10 [00:15<01:01, 7.67s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.91%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Stopping HPO to satisfy time limit...
20%|██ | 2/10 [00:22<01:30, 11.31s/it]
No model was trained during hyperparameter tuning XGBoost_BAG_L1... Skipping this model.
Fitting model: WeightedEnsemble_L2 ... Training model for up to 142.26s of the 95.44s of remaining time.
Ensemble Weights: {'RandomForest_BAG_L1': 1.0}
-39.3474 = Validation score (-root_mean_squared_error)
0.03s = Training runtime
0.0s = Validation runtime
Fitting 3 L2 models, fit_strategy="sequential" ...
Hyperparameter tuning model: LightGBM_BAG_L2 ... Tuning model for up to 28.61s of the 95.37s of remaining time.
0%| | 0/10 [00:00<?, ?it/s] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.63%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
10%|█ | 1/10 [00:07<01:07, 7.56s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.47%)
Session name session_2025-02-22_08-16-20_438123_3904 does not match persisted value b'session_2025-02-22_08-01-06_955399_3904'. Perhaps there was an error connecting to Redis.
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1364, in start_head_processes
self._write_cluster_info_to_kv()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1319, in _write_cluster_info_to_kv
assert curr_val == self._session_name.encode("utf-8"), (
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
AssertionError: Session name session_2025-02-22_08-16-20_438123_3904 does not match persisted value b'session_2025-02-22_08-01-06_955399_3904'. Perhaps there was an error connecting to Redis.
20%|██ | 2/10 [00:14<00:58, 7.30s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.37%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Stopping HPO to satisfy time limit...
20%|██ | 2/10 [00:22<01:29, 11.14s/it]
No model was trained during hyperparameter tuning LightGBM_BAG_L2... Skipping this model.
Hyperparameter tuning model: RandomForest_BAG_L2 ... Tuning model for up to 28.61s of the 73.02s of remaining time.
No hyperparameter search space specified for RandomForest_BAG_L2. Skipping HPO. Will train one model based on the provided hyperparameters.
Fitted model: RandomForest_BAG_L2 ...
-40.8942 = Validation score (-root_mean_squared_error)
1.46s = Training runtime
0.27s = Validation runtime
Hyperparameter tuning model: XGBoost_BAG_L2 ... Tuning model for up to 28.61s of the 71.47s of remaining time.
0%| | 0/10 [00:00<?, ?it/s] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.49%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
10%|█ | 1/10 [00:07<01:09, 7.69s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.51%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
20%|██ | 2/10 [00:15<01:02, 7.83s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.51%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Stopping HPO to satisfy time limit...
20%|██ | 2/10 [00:23<01:33, 11.63s/it]
No model was trained during hyperparameter tuning XGBoost_BAG_L2... Skipping this model.
Fitting model: WeightedEnsemble_L3 ... Training model for up to 142.26s of the 48.12s of remaining time.
Ensemble Weights: {'RandomForest_BAG_L1': 0.81, 'RandomForest_BAG_L2': 0.19}
-39.2565 = Validation score (-root_mean_squared_error)
0.03s = Training runtime
0.0s = Validation runtime
AutoGluon training complete, total runtime = 94.43s ... Best model: WeightedEnsemble_L3 | Estimated inference throughput: 20299.1 rows/s (9676 batch size)
TabularPredictor saved. To load, use: predictor = TabularPredictor.load("c:\Users\Nandan\AWSMLENGINEERNANODEGREE\AWS\project\AutogluonModels\ag-20250222_024511\ds_sub_fit\sub_fit_ho")
Deleting DyStack predictor artifacts (clean_up_fits=True) ...
Leaderboard on holdout data (DyStack):
model score_holdout score_val eval_metric pred_time_test pred_time_val fit_time pred_time_test_marginal pred_time_val_marginal fit_time_marginal stack_level can_infer fit_order
0 WeightedEnsemble_L3 -39.933965 -39.256492 root_mean_squared_error 0.467068 0.476670 2.689848 0.018578 0.000000 0.028579 3 True 4
1 RandomForest_BAG_L1 -40.206543 -39.347384 root_mean_squared_error 0.247760 0.202873 1.206155 0.247760 0.202873 1.206155 1 True 1
2 WeightedEnsemble_L2 -40.206543 -39.347384 root_mean_squared_error 0.255071 0.203873 1.234355 0.007311 0.001000 0.028201 2 True 2
3 RandomForest_BAG_L2 -40.510340 -40.894234 root_mean_squared_error 0.448490 0.476670 2.661268 0.200730 0.273798 1.455114 2 True 3
1 = Optimal num_stack_levels (Stacked Overfitting Occurred: False)
103s = DyStack runtime | 497s = Remaining runtime
Starting main fit with num_stack_levels=1.
For future fit calls on this dataset, you can skip DyStack to save time: `predictor.fit(..., dynamic_stacking=False, num_stack_levels=1)`
Beginning AutoGluon training ... Time limit = 497s
AutoGluon will save models to "c:\Users\Nandan\AWSMLENGINEERNANODEGREE\AWS\project\AutogluonModels\ag-20250222_024511"
Train Data Rows: 10886
Train Data Columns: 10
Label Column: count
Problem Type: regression
Preprocessing data ...
Using Feature Generators to preprocess the data ...
Fitting AutoMLPipelineFeatureGenerator...
Available Memory: 2468.55 MB
Train Data (Original) Memory Usage: 1.35 MB (0.1% of available memory)
Inferring data type of each feature based on column values. Set feature_metadata_in to manually specify special dtypes of the features.
Stage 1 Generators:
Fitting AsTypeFeatureGenerator...
Note: Converting 2 features to boolean dtype as they only contain 2 unique values.
Stage 2 Generators:
Fitting FillNaFeatureGenerator...
Stage 3 Generators:
Fitting IdentityFeatureGenerator...
Fitting CategoryFeatureGenerator...
Fitting CategoryMemoryMinimizeFeatureGenerator...
Fitting DatetimeFeatureGenerator...
Stage 4 Generators:
Fitting DropUniqueFeatureGenerator...
Stage 5 Generators:
Fitting DropDuplicatesFeatureGenerator...
Types of features in original data (raw dtype, special dtypes):
('category', []) : 2 | ['season', 'weather']
('float', []) : 3 | ['temp', 'atemp', 'windspeed']
('int', []) : 4 | ['holiday', 'workingday', 'humidity', 'hour']
('object', ['datetime_as_object']) : 1 | ['datetime']
Types of features in processed data (raw dtype, special dtypes):
('category', []) : 2 | ['season', 'weather']
('float', []) : 3 | ['temp', 'atemp', 'windspeed']
('int', []) : 2 | ['humidity', 'hour']
('int', ['bool']) : 2 | ['holiday', 'workingday']
('int', ['datetime_as_int']) : 5 | ['datetime', 'datetime.year', 'datetime.month', 'datetime.day', 'datetime.dayofweek']
0.2s = Fit runtime
10 features in original data used to generate 14 features in processed data.
Train Data (Processed) Memory Usage: 0.83 MB (0.0% of available memory)
Data preprocessing and feature engineering runtime = 0.2s ...
AutoGluon will gauge predictive performance using evaluation metric: 'root_mean_squared_error'
This metric's sign has been flipped to adhere to being higher_is_better. The metric score can be multiplied by -1 to get the metric value.
To change this, specify the eval_metric parameter of Predictor()
User-specified model hyperparameters to be fit:
{
'GBM': [{}],
'RF': [{'n_estimators': 100}],
'XGB': [{'eta': 0.1, 'max_depth': 6}],
}
AutoGluon will fit 2 stack levels (L1 to L2) ...
Fitting 3 L1 models, fit_strategy="sequential" ...
Hyperparameter tuning model: LightGBM_BAG_L1 ... Tuning model for up to 99.41s of the 497.19s of remaining time.
0%| | 0/10 [00:00<?, ?it/s] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.32%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
10%|█ | 1/10 [00:07<01:11, 7.92s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.50%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
20%|██ | 2/10 [00:15<01:03, 7.89s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.40%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
30%|███ | 3/10 [00:23<00:55, 7.86s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.50%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
40%|████ | 4/10 [00:31<00:47, 8.00s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.42%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
50%|█████ | 5/10 [00:40<00:40, 8.07s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.59%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
60%|██████ | 6/10 [00:48<00:32, 8.09s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.54%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
70%|███████ | 7/10 [00:56<00:24, 8.08s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.43%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
80%|████████ | 8/10 [01:04<00:16, 8.09s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.62%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
90%|█████████ | 9/10 [01:12<00:08, 8.13s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.70%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
100%|██████████| 10/10 [01:20<00:00, 8.06s/it]
No model was trained during hyperparameter tuning LightGBM_BAG_L1... Skipping this model.
Hyperparameter tuning model: RandomForest_BAG_L1 ... Tuning model for up to 99.41s of the 416.51s of remaining time.
No hyperparameter search space specified for RandomForest_BAG_L1. Skipping HPO. Will train one model based on the provided hyperparameters.
Fitted model: RandomForest_BAG_L1 ...
-38.943 = Validation score (-root_mean_squared_error)
1.39s = Training runtime
0.27s = Validation runtime
Hyperparameter tuning model: XGBoost_BAG_L1 ... Tuning model for up to 99.41s of the 415.05s of remaining time.
0%| | 0/10 [00:00<?, ?it/s] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.63%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
10%|█ | 1/10 [00:08<01:17, 8.62s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.64%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
20%|██ | 2/10 [00:16<01:07, 8.43s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.69%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
30%|███ | 3/10 [00:25<00:58, 8.38s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.74%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
40%|████ | 4/10 [00:33<00:49, 8.31s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.78%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
50%|█████ | 5/10 [00:41<00:41, 8.34s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.83%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
60%|██████ | 6/10 [00:50<00:33, 8.35s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.87%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
70%|███████ | 7/10 [00:58<00:25, 8.41s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.15%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
80%|████████ | 8/10 [01:03<00:14, 7.33s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.17%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
90%|█████████ | 9/10 [01:08<00:06, 6.62s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.20%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
100%|██████████| 10/10 [01:13<00:00, 7.39s/it]
No model was trained during hyperparameter tuning XGBoost_BAG_L1... Skipping this model.
Fitting model: WeightedEnsemble_L2 ... Training model for up to 360.00s of the 341.06s of remaining time.
Ensemble Weights: {'RandomForest_BAG_L1': 1.0}
-38.943 = Validation score (-root_mean_squared_error)
0.02s = Training runtime
0.0s = Validation runtime
Fitting 3 L2 models, fit_strategy="sequential" ...
Hyperparameter tuning model: LightGBM_BAG_L2 ... Tuning model for up to 102.29s of the 340.97s of remaining time.
0%| | 0/10 [00:00<?, ?it/s] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.86%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
10%|█ | 1/10 [00:05<00:45, 5.06s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.54%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
20%|██ | 2/10 [00:10<00:40, 5.07s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.28%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
30%|███ | 3/10 [00:15<00:35, 5.09s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.64%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
40%|████ | 4/10 [00:20<00:30, 5.10s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.37%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
50%|█████ | 5/10 [00:25<00:25, 5.09s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=2.11%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
60%|██████ | 6/10 [00:30<00:20, 5.14s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=2.00%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
70%|███████ | 7/10 [00:35<00:15, 5.14s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.81%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
80%|████████ | 8/10 [00:41<00:10, 5.18s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.10%)
Session name session_2025-02-22_08-20-15_825822_3904 does not match persisted value b'session_2025-02-22_08-07-55_188873_3904'. Perhaps there was an error connecting to Redis.
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1364, in start_head_processes
self._write_cluster_info_to_kv()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1319, in _write_cluster_info_to_kv
assert curr_val == self._session_name.encode("utf-8"), (
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
AssertionError: Session name session_2025-02-22_08-20-15_825822_3904 does not match persisted value b'session_2025-02-22_08-07-55_188873_3904'. Perhaps there was an error connecting to Redis.
90%|█████████ | 9/10 [00:45<00:04, 4.99s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.21%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
100%|██████████| 10/10 [00:50<00:00, 5.09s/it]
No model was trained during hyperparameter tuning LightGBM_BAG_L2... Skipping this model.
Hyperparameter tuning model: RandomForest_BAG_L2 ... Tuning model for up to 102.29s of the 290.06s of remaining time.
No hyperparameter search space specified for RandomForest_BAG_L2. Skipping HPO. Will train one model based on the provided hyperparameters.
Fitted model: RandomForest_BAG_L2 ...
-40.7002 = Validation score (-root_mean_squared_error)
1.25s = Training runtime
0.18s = Validation runtime
Hyperparameter tuning model: XGBoost_BAG_L2 ... Tuning model for up to 102.29s of the 288.74s of remaining time.
0%| | 0/10 [00:00<?, ?it/s] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.31%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
10%|█ | 1/10 [00:05<00:49, 5.45s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.29%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
20%|██ | 2/10 [00:10<00:43, 5.39s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.40%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
30%|███ | 3/10 [00:16<00:38, 5.46s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.48%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
40%|████ | 4/10 [00:21<00:31, 5.32s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.62%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
50%|█████ | 5/10 [00:26<00:26, 5.25s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.91%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
60%|██████ | 6/10 [00:31<00:20, 5.21s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.97%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
70%|███████ | 7/10 [00:36<00:15, 5.18s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=2.25%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
80%|████████ | 8/10 [00:42<00:10, 5.27s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.03%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
90%|█████████ | 9/10 [00:47<00:05, 5.27s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.10%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
100%|██████████| 10/10 [00:53<00:00, 5.31s/it]
No model was trained during hyperparameter tuning XGBoost_BAG_L2... Skipping this model.
Fitting model: WeightedEnsemble_L3 ... Training model for up to 360.00s of the 235.59s of remaining time.
Ensemble Weights: {'RandomForest_BAG_L1': 0.84, 'RandomForest_BAG_L2': 0.16}
-38.873 = Validation score (-root_mean_squared_error)
0.01s = Training runtime
0.0s = Validation runtime
AutoGluon training complete, total runtime = 261.86s ... Best model: WeightedEnsemble_L3 | Estimated inference throughput: 24610.3 rows/s (10886 batch size)
TabularPredictor saved. To load, use: predictor = TabularPredictor.load("c:\Users\Nandan\AWSMLENGINEERNANODEGREE\AWS\project\AutogluonModels\ag-20250222_024511")
In [40]:
predictor_new_hpo.fit_summary()
*** Summary of fit() ***
Estimated performance of each model:
model score_val eval_metric pred_time_val fit_time pred_time_val_marginal fit_time_marginal stack_level can_infer fit_order
0 WeightedEnsemble_L3 -38.873036 root_mean_squared_error 0.442335 2.652203 0.000000 0.012111 3 True 4
1 WeightedEnsemble_L2 -38.942997 root_mean_squared_error 0.266093 1.402318 0.000000 0.015750 2 True 2
2 RandomForest_BAG_L1 -38.942997 root_mean_squared_error 0.266093 1.386568 0.266093 1.386568 1 True 1
3 RandomForest_BAG_L2 -40.700205 root_mean_squared_error 0.442335 2.640092 0.176242 1.253525 2 True 3
Number of models trained: 4
Types of models trained:
{'WeightedEnsembleModel', 'StackerEnsembleModel_RF'}
Bagging used: True (with 8 folds)
Multi-layer stack-ensembling used: True (with 3 levels)
Feature Metadata (Processed):
(raw dtype, special dtypes):
('category', []) : 2 | ['season', 'weather']
('float', []) : 3 | ['temp', 'atemp', 'windspeed']
('int', []) : 2 | ['humidity', 'hour']
('int', ['bool']) : 2 | ['holiday', 'workingday']
('int', ['datetime_as_int']) : 5 | ['datetime', 'datetime.year', 'datetime.month', 'datetime.day', 'datetime.dayofweek']
*** End of fit() summary ***
C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\utils\plots.py:169: UserWarning: AutoGluon summary plots cannot be created because bokeh is not installed. To see plots, please do: "pip install bokeh==2.0.1"
warnings.warn('AutoGluon summary plots cannot be created because bokeh is not installed. To see plots, please do: "pip install bokeh==2.0.1"')
Out[40]:
{'model_types': {'RandomForest_BAG_L1': 'StackerEnsembleModel_RF',
'WeightedEnsemble_L2': 'WeightedEnsembleModel',
'RandomForest_BAG_L2': 'StackerEnsembleModel_RF',
'WeightedEnsemble_L3': 'WeightedEnsembleModel'},
'model_performance': {'RandomForest_BAG_L1': -38.942996908158094,
'WeightedEnsemble_L2': -38.942996908158094,
'RandomForest_BAG_L2': -40.7002048237574,
'WeightedEnsemble_L3': -38.87303635765496},
'model_best': 'WeightedEnsemble_L3',
'model_paths': {'RandomForest_BAG_L1': ['RandomForest_BAG_L1'],
'WeightedEnsemble_L2': ['WeightedEnsemble_L2'],
'RandomForest_BAG_L2': ['RandomForest_BAG_L2'],
'WeightedEnsemble_L3': ['WeightedEnsemble_L3']},
'model_fit_times': {'RandomForest_BAG_L1': 1.3865678310394287,
'WeightedEnsemble_L2': 0.01575016975402832,
'RandomForest_BAG_L2': 1.2535245418548584,
'WeightedEnsemble_L3': 0.01211094856262207},
'model_pred_times': {'RandomForest_BAG_L1': 0.26609301567077637,
'WeightedEnsemble_L2': 0.0,
'RandomForest_BAG_L2': 0.17624235153198242,
'WeightedEnsemble_L3': 0.0},
'num_bag_folds': 8,
'max_stack_level': 3,
'model_hyperparams': {'RandomForest_BAG_L1': {'use_orig_features': True,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True,
'use_child_oof': True},
'WeightedEnsemble_L2': {'use_orig_features': False,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True},
'RandomForest_BAG_L2': {'use_orig_features': True,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True,
'use_child_oof': True},
'WeightedEnsemble_L3': {'use_orig_features': False,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True}},
'leaderboard': model score_val eval_metric pred_time_val \
0 WeightedEnsemble_L3 -38.873036 root_mean_squared_error 0.442335
1 WeightedEnsemble_L2 -38.942997 root_mean_squared_error 0.266093
2 RandomForest_BAG_L1 -38.942997 root_mean_squared_error 0.266093
3 RandomForest_BAG_L2 -40.700205 root_mean_squared_error 0.442335
fit_time pred_time_val_marginal fit_time_marginal stack_level \
0 2.652203 0.000000 0.012111 3
1 1.402318 0.000000 0.015750 2
2 1.386568 0.266093 1.386568 1
3 2.640092 0.176242 1.253525 2
can_infer fit_order
0 True 4
1 True 2
2 True 1
3 True 3 }
In [41]:
# Remember to set all negative values to zero
# 🔹 Ensure all negative predictions are set to zero
predictions = predictor_new_hpo.predict(test) # Predict on training data
predictions = predictions.clip(lower=0) # Ensures no negative values
In [42]:
# Output the model's `score_val` in a bar chart to compare performance
predictor_new_hpo.leaderboard(silent=True).plot(kind="bar", x="model", y="score_val")
Out[42]:
<Axes: xlabel='model'>
In [43]:
# Load the sample submission file
submission_new_hpo = pd.read_csv("sampleSubmission.csv")
In [44]:
# Same submitting predictions
submission_new_hpo["count"] = predictions
submission_new_hpo.to_csv("submission_new_hpo.csv", index=False)
In [45]:
!kaggle competitions submit -c bike-sharing-demand -f submission_new_hpo.csv -m "new features with hyperparameters"
Successfully submitted to Bike Sharing Demand
0%| | 0.00/190k [00:00<?, ?B/s] 8%|▊ | 16.0k/190k [00:00<00:01, 112kB/s] 100%|██████████| 190k/190k [00:01<00:00, 121kB/s]
In [46]:
!kaggle competitions submissions -c bike-sharing-demand > submission_new_hpo.txt
!powershell -Command "Get-Content submission_new_hpo.txt | Select-Object -First 6"
fileName date description status publicScore privateScore --------------------------- ------------------- --------------------------------- -------- ----------- ------------ submission_new_hpo.csv 2025-02-22 02:51:21 new features with hyperparameters complete 0.48802 0.48802 submission_new_features.csv 2025-02-22 02:45:07 new features complete 0.59867 0.59867 submission.csv 2025-02-22 02:34:51 first raw submission complete 1.81999 1.81999 submission_new_hpo.csv 2025-02-21 16:10:05 new features with hyperparameters complete 0.48802 0.48802
In [59]:
num_trials = 15 # Number of hyperparameter optimization trials you want to perform
search_strategy = 'bayes' # tune hyperparameters using Bayesian optimization routine with a local scheduler
scheduler = 'local' # Local FIFO scheduler
hyperparameter_tune_kwargs = {
'num_trials': num_trials,
'scheduler' : scheduler,
'searcher': search_strategy,
}
predictor_new_hpo1 = TabularPredictor(label="count").fit(
train_data=train,
time_limit=600, # 10-minute limit
presets="best_quality", # Focus on highest quality
hyperparameter_tune_kwargs=hyperparameter_tune_kwargs, # Random search with 10 trials
hyperparameters={
'GBM': {'num_leaves': 50}, # Use default hyperparameters for LightGBM
'RF': {'n_estimators': 200}, # Increase trees in RandomForest
'XGB': {'eta': 0.05, 'max_depth': 7}, # Adjust XGBoost learning rate and depth
}
)
No path specified. Models will be saved in: "AutogluonModels\ag-20250222_042748"
Verbosity: 2 (Standard Logging)
=================== System Info ===================
AutoGluon Version: 1.2
Python Version: 3.11.9
Operating System: Windows
Platform Machine: AMD64
Platform Version: 10.0.26100
CPU Count: 18
Memory Avail: 2.61 GB / 15.43 GB (16.9%)
Disk Space Avail: 300.72 GB / 475.85 GB (63.2%)
===================================================
Presets specified: ['best_quality']
Warning: hyperparameter tuning is currently experimental and may cause the process to hang.
Setting dynamic_stacking from 'auto' to True. Reason: Enable dynamic_stacking when use_bag_holdout is disabled. (use_bag_holdout=False)
Stack configuration (auto_stack=True): num_stack_levels=1, num_bag_folds=8, num_bag_sets=1
DyStack is enabled (dynamic_stacking=True). AutoGluon will try to determine whether the input data is affected by stacked overfitting and enable or disable stacking as a consequence.
This is used to identify the optimal `num_stack_levels` value. Copies of AutoGluon will be fit on subsets of the data. Then holdout validation data is used to detect stacked overfitting.
Running DyStack for up to 150s of the 600s of remaining time (25%).
Running DyStack sub-fit in a ray process to avoid memory leakage. Enabling ray logging (enable_ray_logging=True). Specify `ds_args={'enable_ray_logging': False}` if you experience logging issues.
C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\tabular\predictor\predictor.py:1380: UserWarning: Failed to use ray for memory safe fits. Falling back to normal fit. Error: OSError(203, 'AssignProcessToJobObject() failed')
stacked_overfitting = self._sub_fit_memory_save_wrapper(
Context path: "c:\Users\Nandan\AWSMLENGINEERNANODEGREE\AWS\project\AutogluonModels\ag-20250222_042748\ds_sub_fit\sub_fit_ho"
Running DyStack sub-fit ...
Beginning AutoGluon training ... Time limit = 145s
AutoGluon will save models to "c:\Users\Nandan\AWSMLENGINEERNANODEGREE\AWS\project\AutogluonModels\ag-20250222_042748\ds_sub_fit\sub_fit_ho"
Train Data Rows: 9676
Train Data Columns: 10
Label Column: count
Problem Type: regression
Preprocessing data ...
Using Feature Generators to preprocess the data ...
Fitting AutoMLPipelineFeatureGenerator...
Available Memory: 2655.71 MB
Train Data (Original) Memory Usage: 1.20 MB (0.0% of available memory)
Inferring data type of each feature based on column values. Set feature_metadata_in to manually specify special dtypes of the features.
Stage 1 Generators:
Fitting AsTypeFeatureGenerator...
Note: Converting 2 features to boolean dtype as they only contain 2 unique values.
Stage 2 Generators:
Fitting FillNaFeatureGenerator...
Stage 3 Generators:
Fitting IdentityFeatureGenerator...
Fitting CategoryFeatureGenerator...
Fitting CategoryMemoryMinimizeFeatureGenerator...
Fitting DatetimeFeatureGenerator...
Stage 4 Generators:
Fitting DropUniqueFeatureGenerator...
Stage 5 Generators:
Fitting DropDuplicatesFeatureGenerator...
Types of features in original data (raw dtype, special dtypes):
('category', []) : 2 | ['season', 'weather']
('float', []) : 3 | ['temp', 'atemp', 'windspeed']
('int', []) : 4 | ['holiday', 'workingday', 'humidity', 'hour']
('object', ['datetime_as_object']) : 1 | ['datetime']
Types of features in processed data (raw dtype, special dtypes):
('category', []) : 2 | ['season', 'weather']
('float', []) : 3 | ['temp', 'atemp', 'windspeed']
('int', []) : 2 | ['humidity', 'hour']
('int', ['bool']) : 2 | ['holiday', 'workingday']
('int', ['datetime_as_int']) : 5 | ['datetime', 'datetime.year', 'datetime.month', 'datetime.day', 'datetime.dayofweek']
0.1s = Fit runtime
10 features in original data used to generate 14 features in processed data.
Train Data (Processed) Memory Usage: 0.74 MB (0.0% of available memory)
Data preprocessing and feature engineering runtime = 0.11s ...
AutoGluon will gauge predictive performance using evaluation metric: 'root_mean_squared_error'
This metric's sign has been flipped to adhere to being higher_is_better. The metric score can be multiplied by -1 to get the metric value.
To change this, specify the eval_metric parameter of Predictor()
User-specified model hyperparameters to be fit:
{
'GBM': [{'num_leaves': 50}],
'RF': [{'n_estimators': 200}],
'XGB': [{'eta': 0.05, 'max_depth': 7}],
}
AutoGluon will fit 2 stack levels (L1 to L2) ...
Fitting 3 L1 models, fit_strategy="sequential" ...
Hyperparameter tuning model: LightGBM_BAG_L1 ... Tuning model for up to 28.88s of the 144.46s of remaining time.
0%| | 0/15 [00:00<?, ?it/s] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.35%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
7%|▋ | 1/15 [00:05<01:18, 5.63s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.36%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
13%|█▎ | 2/15 [00:11<01:18, 6.04s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.37%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
20%|██ | 3/15 [00:17<01:10, 5.86s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.39%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Stopping HPO to satisfy time limit...
20%|██ | 3/15 [00:23<01:34, 7.84s/it]
No model was trained during hyperparameter tuning LightGBM_BAG_L1... Skipping this model.
Hyperparameter tuning model: RandomForest_BAG_L1 ... Tuning model for up to 28.88s of the 120.91s of remaining time.
No hyperparameter search space specified for RandomForest_BAG_L1. Skipping HPO. Will train one model based on the provided hyperparameters.
Fitted model: RandomForest_BAG_L1 ...
-39.0405 = Validation score (-root_mean_squared_error)
1.67s = Training runtime
0.28s = Validation runtime
Hyperparameter tuning model: XGBoost_BAG_L1 ... Tuning model for up to 28.88s of the 119.18s of remaining time.
0%| | 0/15 [00:00<?, ?it/s] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.79%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
7%|▋ | 1/15 [00:05<01:23, 5.95s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.79%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
13%|█▎ | 2/15 [00:11<01:15, 5.80s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.80%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
20%|██ | 3/15 [00:17<01:08, 5.74s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.81%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
27%|██▋ | 4/15 [00:22<01:01, 5.59s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.87%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Stopping HPO to satisfy time limit...
27%|██▋ | 4/15 [00:28<01:17, 7.02s/it]
No model was trained during hyperparameter tuning XGBoost_BAG_L1... Skipping this model.
Fitting model: WeightedEnsemble_L2 ... Training model for up to 144.46s of the 91.04s of remaining time.
Ensemble Weights: {'RandomForest_BAG_L1': 1.0}
-39.0405 = Validation score (-root_mean_squared_error)
0.02s = Training runtime
0.0s = Validation runtime
Fitting 3 L2 models, fit_strategy="sequential" ...
Hyperparameter tuning model: LightGBM_BAG_L2 ... Tuning model for up to 27.3s of the 91.0s of remaining time.
0%| | 0/15 [00:00<?, ?it/s] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.49%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
7%|▋ | 1/15 [00:05<01:17, 5.57s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.52%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
13%|█▎ | 2/15 [00:11<01:12, 5.56s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.51%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
20%|██ | 3/15 [00:16<01:06, 5.57s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.52%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Stopping HPO to satisfy time limit...
20%|██ | 3/15 [00:22<01:29, 7.45s/it]
No model was trained during hyperparameter tuning LightGBM_BAG_L2... Skipping this model.
Hyperparameter tuning model: RandomForest_BAG_L2 ... Tuning model for up to 27.3s of the 68.62s of remaining time.
No hyperparameter search space specified for RandomForest_BAG_L2. Skipping HPO. Will train one model based on the provided hyperparameters.
Fitted model: RandomForest_BAG_L2 ...
-40.2041 = Validation score (-root_mean_squared_error)
2.44s = Training runtime
0.61s = Validation runtime
Hyperparameter tuning model: XGBoost_BAG_L2 ... Tuning model for up to 27.3s of the 66.11s of remaining time.
0%| | 0/15 [00:00<?, ?it/s] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.05%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
7%|▋ | 1/15 [00:05<01:20, 5.71s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.90%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
13%|█▎ | 2/15 [00:14<01:36, 7.39s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.94%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Stopping HPO to satisfy time limit...
13%|█▎ | 2/15 [00:20<02:15, 10.41s/it]
No model was trained during hyperparameter tuning XGBoost_BAG_L2... Skipping this model.
Fitting model: WeightedEnsemble_L3 ... Training model for up to 144.46s of the 45.23s of remaining time.
Ensemble Weights: {'RandomForest_BAG_L1': 0.76, 'RandomForest_BAG_L2': 0.24}
-38.9066 = Validation score (-root_mean_squared_error)
0.03s = Training runtime
0.0s = Validation runtime
AutoGluon training complete, total runtime = 99.39s ... Best model: WeightedEnsemble_L3 | Estimated inference throughput: 10941.4 rows/s (9676 batch size)
TabularPredictor saved. To load, use: predictor = TabularPredictor.load("c:\Users\Nandan\AWSMLENGINEERNANODEGREE\AWS\project\AutogluonModels\ag-20250222_042748\ds_sub_fit\sub_fit_ho")
Deleting DyStack predictor artifacts (clean_up_fits=True) ...
Leaderboard on holdout data (DyStack):
model score_holdout score_val eval_metric pred_time_test pred_time_val fit_time pred_time_test_marginal pred_time_val_marginal fit_time_marginal stack_level can_infer fit_order
0 WeightedEnsemble_L3 -39.939930 -38.906608 root_mean_squared_error 0.482684 0.884347 4.136133 0.015192 0.000000 0.025513 3 True 4
1 RandomForest_BAG_L1 -40.250600 -39.040542 root_mean_squared_error 0.243585 0.279278 1.671133 0.243585 0.279278 1.671133 1 True 1
2 WeightedEnsemble_L2 -40.250600 -39.040542 root_mean_squared_error 0.262710 0.280279 1.691874 0.019125 0.001001 0.020741 2 True 2
3 RandomForest_BAG_L2 -40.309658 -40.204143 root_mean_squared_error 0.467492 0.884347 4.110620 0.223907 0.605069 2.439487 2 True 3
1 = Optimal num_stack_levels (Stacked Overfitting Occurred: False)
105s = DyStack runtime | 495s = Remaining runtime
Starting main fit with num_stack_levels=1.
For future fit calls on this dataset, you can skip DyStack to save time: `predictor.fit(..., dynamic_stacking=False, num_stack_levels=1)`
Beginning AutoGluon training ... Time limit = 495s
AutoGluon will save models to "c:\Users\Nandan\AWSMLENGINEERNANODEGREE\AWS\project\AutogluonModels\ag-20250222_042748"
Train Data Rows: 10886
Train Data Columns: 10
Label Column: count
Problem Type: regression
Preprocessing data ...
Using Feature Generators to preprocess the data ...
Fitting AutoMLPipelineFeatureGenerator...
Available Memory: 1920.52 MB
Train Data (Original) Memory Usage: 1.35 MB (0.1% of available memory)
Inferring data type of each feature based on column values. Set feature_metadata_in to manually specify special dtypes of the features.
Stage 1 Generators:
Fitting AsTypeFeatureGenerator...
Note: Converting 2 features to boolean dtype as they only contain 2 unique values.
Stage 2 Generators:
Fitting FillNaFeatureGenerator...
Stage 3 Generators:
Fitting IdentityFeatureGenerator...
Fitting CategoryFeatureGenerator...
Fitting CategoryMemoryMinimizeFeatureGenerator...
Fitting DatetimeFeatureGenerator...
Stage 4 Generators:
Fitting DropUniqueFeatureGenerator...
Stage 5 Generators:
Fitting DropDuplicatesFeatureGenerator...
Types of features in original data (raw dtype, special dtypes):
('category', []) : 2 | ['season', 'weather']
('float', []) : 3 | ['temp', 'atemp', 'windspeed']
('int', []) : 4 | ['holiday', 'workingday', 'humidity', 'hour']
('object', ['datetime_as_object']) : 1 | ['datetime']
Types of features in processed data (raw dtype, special dtypes):
('category', []) : 2 | ['season', 'weather']
('float', []) : 3 | ['temp', 'atemp', 'windspeed']
('int', []) : 2 | ['humidity', 'hour']
('int', ['bool']) : 2 | ['holiday', 'workingday']
('int', ['datetime_as_int']) : 5 | ['datetime', 'datetime.year', 'datetime.month', 'datetime.day', 'datetime.dayofweek']
0.1s = Fit runtime
10 features in original data used to generate 14 features in processed data.
Train Data (Processed) Memory Usage: 0.83 MB (0.0% of available memory)
Data preprocessing and feature engineering runtime = 0.15s ...
AutoGluon will gauge predictive performance using evaluation metric: 'root_mean_squared_error'
This metric's sign has been flipped to adhere to being higher_is_better. The metric score can be multiplied by -1 to get the metric value.
To change this, specify the eval_metric parameter of Predictor()
User-specified model hyperparameters to be fit:
{
'GBM': [{'num_leaves': 50}],
'RF': [{'n_estimators': 200}],
'XGB': [{'eta': 0.05, 'max_depth': 7}],
}
AutoGluon will fit 2 stack levels (L1 to L2) ...
Fitting 3 L1 models, fit_strategy="sequential" ...
Hyperparameter tuning model: LightGBM_BAG_L1 ... Tuning model for up to 98.85s of the 494.36s of remaining time.
0%| | 0/15 [00:00<?, ?it/s] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.47%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
7%|▋ | 1/15 [00:05<01:22, 5.91s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.42%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
13%|█▎ | 2/15 [00:11<01:14, 5.75s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.42%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
20%|██ | 3/15 [00:17<01:07, 5.62s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.44%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
27%|██▋ | 4/15 [00:22<01:01, 5.63s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.46%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
33%|███▎ | 5/15 [00:28<00:56, 5.66s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.47%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
40%|████ | 6/15 [00:34<00:53, 5.97s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.59%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
47%|████▋ | 7/15 [00:41<00:48, 6.08s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.58%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
53%|█████▎ | 8/15 [00:47<00:42, 6.04s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.56%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
60%|██████ | 9/15 [00:53<00:36, 6.10s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.51%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
67%|██████▋ | 10/15 [00:59<00:30, 6.11s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.52%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
73%|███████▎ | 11/15 [01:05<00:24, 6.08s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.56%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
80%|████████ | 12/15 [01:11<00:18, 6.11s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.59%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
87%|████████▋ | 13/15 [01:17<00:12, 6.10s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.63%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
93%|█████████▎| 14/15 [01:23<00:06, 6.09s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.64%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
100%|██████████| 15/15 [01:30<00:00, 6.01s/it]
No model was trained during hyperparameter tuning LightGBM_BAG_L1... Skipping this model.
Hyperparameter tuning model: RandomForest_BAG_L1 ... Tuning model for up to 98.85s of the 404.17s of remaining time.
No hyperparameter search space specified for RandomForest_BAG_L1. Skipping HPO. Will train one model based on the provided hyperparameters.
Fitted model: RandomForest_BAG_L1 ...
-38.5597 = Validation score (-root_mean_squared_error)
1.99s = Training runtime
0.32s = Validation runtime
Hyperparameter tuning model: XGBoost_BAG_L1 ... Tuning model for up to 98.85s of the 402.12s of remaining time.
0%| | 0/15 [00:00<?, ?it/s] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.47%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
7%|▋ | 1/15 [00:05<01:22, 5.88s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.60%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
13%|█▎ | 2/15 [00:11<01:15, 5.80s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.58%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
20%|██ | 3/15 [00:17<01:10, 5.88s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.64%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
27%|██▋ | 4/15 [00:23<01:05, 5.93s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.91%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
33%|███▎ | 5/15 [00:29<01:00, 6.03s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.89%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
40%|████ | 6/15 [00:35<00:53, 5.98s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=2.10%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
47%|████▋ | 7/15 [00:41<00:48, 6.02s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=2.04%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
53%|█████▎ | 8/15 [00:48<00:42, 6.13s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=2.22%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
60%|██████ | 9/15 [00:54<00:36, 6.11s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=2.48%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
67%|██████▋ | 10/15 [01:00<00:31, 6.23s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=2.53%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
73%|███████▎ | 11/15 [01:07<00:25, 6.28s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=2.91%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
80%|████████ | 12/15 [01:13<00:19, 6.35s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=3.05%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
87%|████████▋ | 13/15 [01:20<00:12, 6.39s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=3.03%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
93%|█████████▎| 14/15 [01:26<00:06, 6.37s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=3.53%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
100%|██████████| 15/15 [01:32<00:00, 6.19s/it]
No model was trained during hyperparameter tuning XGBoost_BAG_L1... Skipping this model.
Fitting model: WeightedEnsemble_L2 ... Training model for up to 360.00s of the 309.26s of remaining time.
Ensemble Weights: {'RandomForest_BAG_L1': 1.0}
-38.5597 = Validation score (-root_mean_squared_error)
0.03s = Training runtime
0.0s = Validation runtime
Fitting 3 L2 models, fit_strategy="sequential" ...
Hyperparameter tuning model: LightGBM_BAG_L2 ... Tuning model for up to 92.76s of the 309.18s of remaining time.
0%| | 0/15 [00:00<?, ?it/s] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.72%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
7%|▋ | 1/15 [00:06<01:28, 6.30s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.47%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
13%|█▎ | 2/15 [00:12<01:20, 6.21s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.65%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
20%|██ | 3/15 [00:18<01:15, 6.30s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.86%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
27%|██▋ | 4/15 [00:25<01:10, 6.38s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=2.11%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
33%|███▎ | 5/15 [00:31<01:04, 6.43s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.06%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
40%|████ | 6/15 [00:38<00:57, 6.42s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.17%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
47%|████▋ | 7/15 [00:44<00:51, 6.41s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.28%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
53%|█████▎ | 8/15 [00:50<00:44, 6.38s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.38%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
60%|██████ | 9/15 [00:57<00:38, 6.38s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.55%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
67%|██████▋ | 10/15 [01:03<00:32, 6.42s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.60%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
73%|███████▎ | 11/15 [01:10<00:25, 6.45s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.76%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
80%|████████ | 12/15 [01:16<00:19, 6.44s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.78%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
87%|████████▋ | 13/15 [01:23<00:12, 6.41s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.88%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Stopping HPO to satisfy time limit...
87%|████████▋ | 13/15 [01:29<00:13, 6.88s/it]
No model was trained during hyperparameter tuning LightGBM_BAG_L2... Skipping this model.
Hyperparameter tuning model: RandomForest_BAG_L2 ... Tuning model for up to 92.76s of the 219.68s of remaining time.
No hyperparameter search space specified for RandomForest_BAG_L2. Skipping HPO. Will train one model based on the provided hyperparameters.
Fitted model: RandomForest_BAG_L2 ...
-40.4731 = Validation score (-root_mean_squared_error)
2.82s = Training runtime
0.27s = Validation runtime
Hyperparameter tuning model: XGBoost_BAG_L2 ... Tuning model for up to 92.76s of the 216.77s of remaining time.
0%| | 0/15 [00:00<?, ?it/s] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.92%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
7%|▋ | 1/15 [00:06<01:34, 6.72s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.98%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
13%|█▎ | 2/15 [00:13<01:24, 6.49s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.04%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
20%|██ | 3/15 [00:19<01:17, 6.42s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.07%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
27%|██▋ | 4/15 [00:26<01:11, 6.51s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.79%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
33%|███▎ | 5/15 [00:32<01:05, 6.51s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.64%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
40%|████ | 6/15 [00:38<00:57, 6.43s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.66%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
47%|████▋ | 7/15 [00:45<00:50, 6.36s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.68%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
53%|█████▎ | 8/15 [00:51<00:44, 6.32s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.73%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
60%|██████ | 9/15 [00:57<00:37, 6.23s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.73%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
67%|██████▋ | 10/15 [01:03<00:31, 6.34s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.76%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
73%|███████▎ | 11/15 [01:10<00:25, 6.29s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.78%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
80%|████████ | 12/15 [01:16<00:19, 6.35s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.81%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
87%|████████▋ | 13/15 [01:22<00:12, 6.37s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.83%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Stopping HPO to satisfy time limit...
87%|████████▋ | 13/15 [01:29<00:13, 6.87s/it]
No model was trained during hyperparameter tuning XGBoost_BAG_L2... Skipping this model.
Fitting model: WeightedEnsemble_L3 ... Training model for up to 360.00s of the 127.43s of remaining time.
Ensemble Weights: {'RandomForest_BAG_L1': 0.955, 'RandomForest_BAG_L2': 0.045}
-38.5555 = Validation score (-root_mean_squared_error)
0.03s = Training runtime
0.0s = Validation runtime
AutoGluon training complete, total runtime = 367.18s ... Best model: WeightedEnsemble_L3 | Estimated inference throughput: 18393.0 rows/s (10886 batch size)
TabularPredictor saved. To load, use: predictor = TabularPredictor.load("c:\Users\Nandan\AWSMLENGINEERNANODEGREE\AWS\project\AutogluonModels\ag-20250222_042748")
In [76]:
predictor_new_hpo1.fit_summary()
*** Summary of fit() ***
Estimated performance of each model:
model score_val eval_metric pred_time_val fit_time pred_time_val_marginal fit_time_marginal stack_level can_infer fit_order
0 WeightedEnsemble_L3 -38.555489 root_mean_squared_error 0.591856 4.839495 0.001000 0.027052 3 True 4
1 RandomForest_BAG_L1 -38.559737 root_mean_squared_error 0.322235 1.988652 0.322235 1.988652 1 True 1
2 WeightedEnsemble_L2 -38.559737 root_mean_squared_error 0.324900 2.016009 0.002665 0.027357 2 True 2
3 RandomForest_BAG_L2 -40.473103 root_mean_squared_error 0.590855 4.812443 0.268620 2.823791 2 True 3
Number of models trained: 4
Types of models trained:
{'WeightedEnsembleModel', 'StackerEnsembleModel_RF'}
Bagging used: True (with 8 folds)
Multi-layer stack-ensembling used: True (with 3 levels)
Feature Metadata (Processed):
(raw dtype, special dtypes):
('category', []) : 2 | ['season', 'weather']
('float', []) : 3 | ['temp', 'atemp', 'windspeed']
('int', []) : 2 | ['humidity', 'hour']
('int', ['bool']) : 2 | ['holiday', 'workingday']
('int', ['datetime_as_int']) : 5 | ['datetime', 'datetime.year', 'datetime.month', 'datetime.day', 'datetime.dayofweek']
*** End of fit() summary ***
C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\utils\plots.py:169: UserWarning: AutoGluon summary plots cannot be created because bokeh is not installed. To see plots, please do: "pip install bokeh==2.0.1"
warnings.warn('AutoGluon summary plots cannot be created because bokeh is not installed. To see plots, please do: "pip install bokeh==2.0.1"')
Out[76]:
{'model_types': {'RandomForest_BAG_L1': 'StackerEnsembleModel_RF',
'WeightedEnsemble_L2': 'WeightedEnsembleModel',
'RandomForest_BAG_L2': 'StackerEnsembleModel_RF',
'WeightedEnsemble_L3': 'WeightedEnsembleModel'},
'model_performance': {'RandomForest_BAG_L1': -38.55973734039486,
'WeightedEnsemble_L2': -38.55973734039486,
'RandomForest_BAG_L2': -40.47310283652337,
'WeightedEnsemble_L3': -38.555489206320765},
'model_best': 'WeightedEnsemble_L3',
'model_paths': {'RandomForest_BAG_L1': ['RandomForest_BAG_L1'],
'WeightedEnsemble_L2': ['WeightedEnsemble_L2'],
'RandomForest_BAG_L2': ['RandomForest_BAG_L2'],
'WeightedEnsemble_L3': ['WeightedEnsemble_L3']},
'model_fit_times': {'RandomForest_BAG_L1': 1.988651990890503,
'WeightedEnsemble_L2': 0.027356624603271484,
'RandomForest_BAG_L2': 2.8237905502319336,
'WeightedEnsemble_L3': 0.02705240249633789},
'model_pred_times': {'RandomForest_BAG_L1': 0.3222348690032959,
'WeightedEnsemble_L2': 0.002665281295776367,
'RandomForest_BAG_L2': 0.26862049102783203,
'WeightedEnsemble_L3': 0.0010001659393310547},
'num_bag_folds': 8,
'max_stack_level': 3,
'model_hyperparams': {'RandomForest_BAG_L1': {'use_orig_features': True,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True,
'use_child_oof': True},
'WeightedEnsemble_L2': {'use_orig_features': False,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True},
'RandomForest_BAG_L2': {'use_orig_features': True,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True,
'use_child_oof': True},
'WeightedEnsemble_L3': {'use_orig_features': False,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True}},
'leaderboard': model score_val eval_metric pred_time_val \
0 WeightedEnsemble_L3 -38.555489 root_mean_squared_error 0.591856
1 RandomForest_BAG_L1 -38.559737 root_mean_squared_error 0.322235
2 WeightedEnsemble_L2 -38.559737 root_mean_squared_error 0.324900
3 RandomForest_BAG_L2 -40.473103 root_mean_squared_error 0.590855
fit_time pred_time_val_marginal fit_time_marginal stack_level \
0 4.839495 0.001000 0.027052 3
1 1.988652 0.322235 1.988652 1
2 2.016009 0.002665 0.027357 2
3 4.812443 0.268620 2.823791 2
can_infer fit_order
0 True 4
1 True 1
2 True 2
3 True 3 }
In [77]:
# Remember to set all negative values to zero
# 🔹 Ensure all negative predictions are set to zero
predictions = predictor_new_hpo1.predict(test) # Predict on training data
predictions = predictions.clip(lower=0) # Ensures no negative values
In [78]:
predictor_new_hpo1.leaderboard(silent=True).plot(kind="bar", x="model", y="score_val")
Out[78]:
<Axes: xlabel='model'>
In [82]:
# Load the sample submission file
submission_new_hpo1 = pd.read_csv("sampleSubmission.csv")
In [86]:
# Same submitting predictions
submission_new_hpo1["count"] = predictions
submission_new_hpo1.to_csv("submission_new_hpo1.csv", index=False)
In [87]:
!kaggle competitions submit -c bike-sharing-demand -f submission_new_hpo1.csv -m "new features with hyperparameters combination-1"
Successfully submitted to Bike Sharing Demand
0%| | 0.00/194k [00:00<?, ?B/s] 58%|█████▊ | 112k/194k [00:00<00:00, 965kB/s] 100%|██████████| 194k/194k [00:01<00:00, 118kB/s]
In [88]:
!kaggle competitions submissions -c bike-sharing-demand > submission_new_hpo1.txt
!powershell -Command "Get-Content submission_new_hpo1.txt | Select-Object -First 10"
fileName date description status publicScore privateScore --------------------------- ------------------- ----------------------------------------------- -------- ----------- ------------ submission_new_hpo1.csv 2025-02-22 04:43:44 new features with hyperparameters combination-1 complete 0.48828 0.48828 submission_new_hpo1.csv 2025-02-22 04:42:24 new features with hyperparameters combination-1 complete 0.48828 0.48828 submission_new_hpo.csv 2025-02-22 04:36:39 new features with hyperparameters combination-2 complete 0.47108 0.47108 submission_new_hpo.csv 2025-02-22 04:35:48 new features with hyperparameters combination-1 complete 0.48828 0.48828 submission_new_hpo.csv 2025-02-22 02:51:21 new features with hyperparameters complete 0.48802 0.48802 submission_new_features.csv 2025-02-22 02:45:07 new features complete 0.59867 0.59867 submission.csv 2025-02-22 02:34:51 first raw submission complete 1.81999 1.81999 submission_new_hpo.csv 2025-02-21 16:10:05 new features with hyperparameters complete 0.48802 0.48802
In [89]:
num_trials = 20 # Number of hyperparameter optimization trials you want to perform
search_strategy = 'bayes' # tune hyperparameters using Bayesian optimization routine with a local scheduler
scheduler = 'local' # Local FIFO scheduler
hyperparameter_tune_kwargs = {
'num_trials': num_trials,
'scheduler' : scheduler,
'searcher': search_strategy,
}
# Predictor 2 - Using Extra Trees and Neural Network with different hyperparameters
predictor_new_hpo2 = TabularPredictor(label="count", eval_metric='root_mean_squared_error').fit(
train_data=train,
time_limit=600, # 10-minute limit
presets="best_quality", # Focus on highest quality
hyperparameter_tune_kwargs=hyperparameter_tune_kwargs, # Random search with 10 trials
hyperparameters={
'XT': {'n_estimators': 200, 'max_depth': None}, # Extra Trees model with more estimators
'NN_TORCH': {'num_epochs': 20, 'learning_rate': 0.001, 'dropout_prob': 0.1}, # Neural Network tuning
}
)
No path specified. Models will be saved in: "AutogluonModels\ag-20250222_044410"
Verbosity: 2 (Standard Logging)
=================== System Info ===================
AutoGluon Version: 1.2
Python Version: 3.11.9
Operating System: Windows
Platform Machine: AMD64
Platform Version: 10.0.26100
CPU Count: 18
Memory Avail: 2.01 GB / 15.43 GB (13.0%)
Disk Space Avail: 285.37 GB / 475.85 GB (60.0%)
===================================================
Presets specified: ['best_quality']
Warning: hyperparameter tuning is currently experimental and may cause the process to hang.
Setting dynamic_stacking from 'auto' to True. Reason: Enable dynamic_stacking when use_bag_holdout is disabled. (use_bag_holdout=False)
Stack configuration (auto_stack=True): num_stack_levels=1, num_bag_folds=8, num_bag_sets=1
DyStack is enabled (dynamic_stacking=True). AutoGluon will try to determine whether the input data is affected by stacked overfitting and enable or disable stacking as a consequence.
This is used to identify the optimal `num_stack_levels` value. Copies of AutoGluon will be fit on subsets of the data. Then holdout validation data is used to detect stacked overfitting.
Running DyStack for up to 150s of the 600s of remaining time (25%).
Running DyStack sub-fit in a ray process to avoid memory leakage. Enabling ray logging (enable_ray_logging=True). Specify `ds_args={'enable_ray_logging': False}` if you experience logging issues.
C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\tabular\predictor\predictor.py:1380: UserWarning: Failed to use ray for memory safe fits. Falling back to normal fit. Error: OSError(203, 'AssignProcessToJobObject() failed')
stacked_overfitting = self._sub_fit_memory_save_wrapper(
Context path: "c:\Users\Nandan\AWSMLENGINEERNANODEGREE\AWS\project\AutogluonModels\ag-20250222_044410\ds_sub_fit\sub_fit_ho"
Running DyStack sub-fit ...
Beginning AutoGluon training ... Time limit = 143s
AutoGluon will save models to "c:\Users\Nandan\AWSMLENGINEERNANODEGREE\AWS\project\AutogluonModels\ag-20250222_044410\ds_sub_fit\sub_fit_ho"
Train Data Rows: 9676
Train Data Columns: 10
Label Column: count
Problem Type: regression
Preprocessing data ...
Using Feature Generators to preprocess the data ...
Fitting AutoMLPipelineFeatureGenerator...
Available Memory: 1982.65 MB
Train Data (Original) Memory Usage: 1.20 MB (0.1% of available memory)
Inferring data type of each feature based on column values. Set feature_metadata_in to manually specify special dtypes of the features.
Stage 1 Generators:
Fitting AsTypeFeatureGenerator...
Note: Converting 2 features to boolean dtype as they only contain 2 unique values.
Stage 2 Generators:
Fitting FillNaFeatureGenerator...
Stage 3 Generators:
Fitting IdentityFeatureGenerator...
Fitting CategoryFeatureGenerator...
Fitting CategoryMemoryMinimizeFeatureGenerator...
Fitting DatetimeFeatureGenerator...
Stage 4 Generators:
Fitting DropUniqueFeatureGenerator...
Stage 5 Generators:
Fitting DropDuplicatesFeatureGenerator...
Types of features in original data (raw dtype, special dtypes):
('category', []) : 2 | ['season', 'weather']
('float', []) : 3 | ['temp', 'atemp', 'windspeed']
('int', []) : 4 | ['holiday', 'workingday', 'humidity', 'hour']
('object', ['datetime_as_object']) : 1 | ['datetime']
Types of features in processed data (raw dtype, special dtypes):
('category', []) : 2 | ['season', 'weather']
('float', []) : 3 | ['temp', 'atemp', 'windspeed']
('int', []) : 2 | ['humidity', 'hour']
('int', ['bool']) : 2 | ['holiday', 'workingday']
('int', ['datetime_as_int']) : 5 | ['datetime', 'datetime.year', 'datetime.month', 'datetime.day', 'datetime.dayofweek']
0.1s = Fit runtime
10 features in original data used to generate 14 features in processed data.
Train Data (Processed) Memory Usage: 0.74 MB (0.0% of available memory)
Data preprocessing and feature engineering runtime = 0.12s ...
AutoGluon will gauge predictive performance using evaluation metric: 'root_mean_squared_error'
This metric's sign has been flipped to adhere to being higher_is_better. The metric score can be multiplied by -1 to get the metric value.
To change this, specify the eval_metric parameter of Predictor()
User-specified model hyperparameters to be fit:
{
'XT': [{'n_estimators': 200, 'max_depth': None}],
'NN_TORCH': [{'num_epochs': 20, 'learning_rate': 0.001, 'dropout_prob': 0.1}],
}
AutoGluon will fit 2 stack levels (L1 to L2) ...
Fitting 2 L1 models, fit_strategy="sequential" ...
Hyperparameter tuning model: ExtraTrees_BAG_L1 ... Tuning model for up to 42.95s of the 143.21s of remaining time.
No hyperparameter search space specified for ExtraTrees_BAG_L1. Skipping HPO. Will train one model based on the provided hyperparameters.
Fitted model: ExtraTrees_BAG_L1 ...
-39.51 = Validation score (-root_mean_squared_error)
0.95s = Training runtime
0.24s = Validation runtime
Hyperparameter tuning model: NeuralNetTorch_BAG_L1 ... Tuning model for up to 42.95s of the 142.19s of remaining time.
Warning: Exception caused NeuralNetTorch_BAG_L1 to fail during hyperparameter tuning... Skipping this model.
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2482, in _train_single_full
hpo_models, hpo_results = model.hyperparameter_tune(
^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 1751, in hyperparameter_tune
return self._hyperparameter_tune(hpo_executor=hpo_executor, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 289, in _hyperparameter_tune
return super()._hyperparameter_tune(X=X, y=y, k_fold=k_fold, hpo_executor=hpo_executor, preprocess_kwargs=preprocess_kwargs, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 1452, in _hyperparameter_tune
hpo_executor.execute(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\hpo\executors.py", line 421, in execute
analysis = run(
^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\hpo\ray_hpo.py", line 240, in run
ray.init(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
[Errno 203] AssignProcessToJobObject() failed
Fitting model: WeightedEnsemble_L2 ... Training model for up to 143.21s of the 135.31s of remaining time.
Ensemble Weights: {'ExtraTrees_BAG_L1': 1.0}
-39.51 = Validation score (-root_mean_squared_error)
0.03s = Training runtime
0.0s = Validation runtime
Fitting 2 L2 models, fit_strategy="sequential" ...
Hyperparameter tuning model: ExtraTrees_BAG_L2 ... Tuning model for up to 60.87s of the 135.26s of remaining time.
No hyperparameter search space specified for ExtraTrees_BAG_L2. Skipping HPO. Will train one model based on the provided hyperparameters.
Fitted model: ExtraTrees_BAG_L2 ...
-38.9681 = Validation score (-root_mean_squared_error)
1.04s = Training runtime
0.22s = Validation runtime
Hyperparameter tuning model: NeuralNetTorch_BAG_L2 ... Tuning model for up to 60.87s of the 134.15s of remaining time.
Warning: Exception caused NeuralNetTorch_BAG_L2 to fail during hyperparameter tuning... Skipping this model.
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2482, in _train_single_full
hpo_models, hpo_results = model.hyperparameter_tune(
^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 1751, in hyperparameter_tune
return self._hyperparameter_tune(hpo_executor=hpo_executor, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 289, in _hyperparameter_tune
return super()._hyperparameter_tune(X=X, y=y, k_fold=k_fold, hpo_executor=hpo_executor, preprocess_kwargs=preprocess_kwargs, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 1452, in _hyperparameter_tune
hpo_executor.execute(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\hpo\executors.py", line 421, in execute
analysis = run(
^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\hpo\ray_hpo.py", line 240, in run
ray.init(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
[Errno 203] AssignProcessToJobObject() failed
Fitting model: WeightedEnsemble_L3 ... Training model for up to 143.21s of the 127.43s of remaining time.
Ensemble Weights: {'ExtraTrees_BAG_L2': 0.591, 'ExtraTrees_BAG_L1': 0.409}
-38.4651 = Validation score (-root_mean_squared_error)
0.03s = Training runtime
0.0s = Validation runtime
AutoGluon training complete, total runtime = 15.96s ... Best model: WeightedEnsemble_L3 | Estimated inference throughput: 20921.8 rows/s (9676 batch size)
TabularPredictor saved. To load, use: predictor = TabularPredictor.load("c:\Users\Nandan\AWSMLENGINEERNANODEGREE\AWS\project\AutogluonModels\ag-20250222_044410\ds_sub_fit\sub_fit_ho")
Deleting DyStack predictor artifacts (clean_up_fits=True) ...
Leaderboard on holdout data (DyStack):
model score_holdout score_val eval_metric pred_time_test pred_time_val fit_time pred_time_test_marginal pred_time_val_marginal fit_time_marginal stack_level can_infer fit_order
0 WeightedEnsemble_L3 -37.120265 -38.465116 root_mean_squared_error 0.568934 0.462483 2.012735 0.013925 0.001067 0.027250 3 True 4
1 ExtraTrees_BAG_L2 -37.611042 -38.968130 root_mean_squared_error 0.555009 0.461416 1.985485 0.273864 0.223862 1.039010 2 True 3
2 ExtraTrees_BAG_L1 -38.002018 -39.510026 root_mean_squared_error 0.281145 0.237554 0.946475 0.281145 0.237554 0.946475 1 True 1
3 WeightedEnsemble_L2 -38.002018 -39.510026 root_mean_squared_error 0.294511 0.237554 0.971514 0.013365 0.000000 0.025039 2 True 2
1 = Optimal num_stack_levels (Stacked Overfitting Occurred: False)
23s = DyStack runtime | 577s = Remaining runtime
Starting main fit with num_stack_levels=1.
For future fit calls on this dataset, you can skip DyStack to save time: `predictor.fit(..., dynamic_stacking=False, num_stack_levels=1)`
Beginning AutoGluon training ... Time limit = 577s
AutoGluon will save models to "c:\Users\Nandan\AWSMLENGINEERNANODEGREE\AWS\project\AutogluonModels\ag-20250222_044410"
Train Data Rows: 10886
Train Data Columns: 10
Label Column: count
Problem Type: regression
Preprocessing data ...
Using Feature Generators to preprocess the data ...
Fitting AutoMLPipelineFeatureGenerator...
Available Memory: 1647.73 MB
Train Data (Original) Memory Usage: 1.35 MB (0.1% of available memory)
Inferring data type of each feature based on column values. Set feature_metadata_in to manually specify special dtypes of the features.
Stage 1 Generators:
Fitting AsTypeFeatureGenerator...
Note: Converting 2 features to boolean dtype as they only contain 2 unique values.
Stage 2 Generators:
Fitting FillNaFeatureGenerator...
Stage 3 Generators:
Fitting IdentityFeatureGenerator...
Fitting CategoryFeatureGenerator...
Fitting CategoryMemoryMinimizeFeatureGenerator...
Fitting DatetimeFeatureGenerator...
Stage 4 Generators:
Fitting DropUniqueFeatureGenerator...
Stage 5 Generators:
Fitting DropDuplicatesFeatureGenerator...
Types of features in original data (raw dtype, special dtypes):
('category', []) : 2 | ['season', 'weather']
('float', []) : 3 | ['temp', 'atemp', 'windspeed']
('int', []) : 4 | ['holiday', 'workingday', 'humidity', 'hour']
('object', ['datetime_as_object']) : 1 | ['datetime']
Types of features in processed data (raw dtype, special dtypes):
('category', []) : 2 | ['season', 'weather']
('float', []) : 3 | ['temp', 'atemp', 'windspeed']
('int', []) : 2 | ['humidity', 'hour']
('int', ['bool']) : 2 | ['holiday', 'workingday']
('int', ['datetime_as_int']) : 5 | ['datetime', 'datetime.year', 'datetime.month', 'datetime.day', 'datetime.dayofweek']
0.1s = Fit runtime
10 features in original data used to generate 14 features in processed data.
Train Data (Processed) Memory Usage: 0.83 MB (0.1% of available memory)
Data preprocessing and feature engineering runtime = 0.13s ...
AutoGluon will gauge predictive performance using evaluation metric: 'root_mean_squared_error'
This metric's sign has been flipped to adhere to being higher_is_better. The metric score can be multiplied by -1 to get the metric value.
To change this, specify the eval_metric parameter of Predictor()
User-specified model hyperparameters to be fit:
{
'XT': [{'n_estimators': 200, 'max_depth': None}],
'NN_TORCH': [{'num_epochs': 20, 'learning_rate': 0.001, 'dropout_prob': 0.1}],
}
AutoGluon will fit 2 stack levels (L1 to L2) ...
Fitting 2 L1 models, fit_strategy="sequential" ...
Hyperparameter tuning model: ExtraTrees_BAG_L1 ... Tuning model for up to 172.92s of the 576.54s of remaining time.
No hyperparameter search space specified for ExtraTrees_BAG_L1. Skipping HPO. Will train one model based on the provided hyperparameters.
Fitted model: ExtraTrees_BAG_L1 ...
-38.5106 = Validation score (-root_mean_squared_error)
1.14s = Training runtime
0.24s = Validation runtime
Hyperparameter tuning model: NeuralNetTorch_BAG_L1 ... Tuning model for up to 172.92s of the 575.33s of remaining time.
Warning: Exception caused NeuralNetTorch_BAG_L1 to fail during hyperparameter tuning... Skipping this model.
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2482, in _train_single_full
hpo_models, hpo_results = model.hyperparameter_tune(
^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 1751, in hyperparameter_tune
return self._hyperparameter_tune(hpo_executor=hpo_executor, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 289, in _hyperparameter_tune
return super()._hyperparameter_tune(X=X, y=y, k_fold=k_fold, hpo_executor=hpo_executor, preprocess_kwargs=preprocess_kwargs, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 1452, in _hyperparameter_tune
hpo_executor.execute(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\hpo\executors.py", line 421, in execute
analysis = run(
^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\hpo\ray_hpo.py", line 240, in run
ray.init(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
[Errno 203] AssignProcessToJobObject() failed
Fitting model: WeightedEnsemble_L2 ... Training model for up to 360.00s of the 568.61s of remaining time.
Ensemble Weights: {'ExtraTrees_BAG_L1': 1.0}
-38.5106 = Validation score (-root_mean_squared_error)
0.03s = Training runtime
0.0s = Validation runtime
Fitting 2 L2 models, fit_strategy="sequential" ...
Hyperparameter tuning model: ExtraTrees_BAG_L2 ... Tuning model for up to 255.83s of the 568.52s of remaining time.
No hyperparameter search space specified for ExtraTrees_BAG_L2. Skipping HPO. Will train one model based on the provided hyperparameters.
Fitted model: ExtraTrees_BAG_L2 ...
-38.2762 = Validation score (-root_mean_squared_error)
1.38s = Training runtime
0.25s = Validation runtime
Hyperparameter tuning model: NeuralNetTorch_BAG_L2 ... Tuning model for up to 255.83s of the 566.96s of remaining time.
Warning: Exception caused NeuralNetTorch_BAG_L2 to fail during hyperparameter tuning... Skipping this model.
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\trainer\abstract_trainer.py", line 2482, in _train_single_full
hpo_models, hpo_results = model.hyperparameter_tune(
^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 1751, in hyperparameter_tune
return self._hyperparameter_tune(hpo_executor=hpo_executor, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 289, in _hyperparameter_tune
return super()._hyperparameter_tune(X=X, y=y, k_fold=k_fold, hpo_executor=hpo_executor, preprocess_kwargs=preprocess_kwargs, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 1452, in _hyperparameter_tune
hpo_executor.execute(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\hpo\executors.py", line 421, in execute
analysis = run(
^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\hpo\ray_hpo.py", line 240, in run
ray.init(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1364, in start_head_processes
self._write_cluster_info_to_kv()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1319, in _write_cluster_info_to_kv
assert curr_val == self._session_name.encode("utf-8"), (
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
AssertionError: Session name session_2025-02-22_10-14-49_525767_3904 does not match persisted value b'session_2025-02-22_10-00-51_438241_3904'. Perhaps there was an error connecting to Redis.
Session name session_2025-02-22_10-14-49_525767_3904 does not match persisted value b'session_2025-02-22_10-00-51_438241_3904'. Perhaps there was an error connecting to Redis.
Fitting model: WeightedEnsemble_L3 ... Training model for up to 360.00s of the 560.56s of remaining time.
Ensemble Weights: {'ExtraTrees_BAG_L2': 0.545, 'ExtraTrees_BAG_L1': 0.455}
-37.716 = Validation score (-root_mean_squared_error)
0.03s = Training runtime
0.0s = Validation runtime
AutoGluon training complete, total runtime = 16.16s ... Best model: WeightedEnsemble_L3 | Estimated inference throughput: 22158.3 rows/s (10886 batch size)
TabularPredictor saved. To load, use: predictor = TabularPredictor.load("c:\Users\Nandan\AWSMLENGINEERNANODEGREE\AWS\project\AutogluonModels\ag-20250222_044410")
In [68]:
predictor_new_hpo2.fit_summary()
*** Summary of fit() ***
Estimated performance of each model:
model score_val eval_metric pred_time_val fit_time pred_time_val_marginal fit_time_marginal stack_level can_infer fit_order
0 WeightedEnsemble_L3 -37.716043 root_mean_squared_error 0.585073 2.593063 0.000000 0.027713 3 True 4
1 ExtraTrees_BAG_L2 -38.276182 root_mean_squared_error 0.585073 2.565350 0.340610 1.341345 2 True 3
2 WeightedEnsemble_L2 -38.510588 root_mean_squared_error 0.244463 1.246177 0.000000 0.022172 2 True 2
3 ExtraTrees_BAG_L1 -38.510588 root_mean_squared_error 0.244463 1.224005 0.244463 1.224005 1 True 1
Number of models trained: 4
Types of models trained:
{'StackerEnsembleModel_XT', 'WeightedEnsembleModel'}
Bagging used: True (with 8 folds)
Multi-layer stack-ensembling used: True (with 3 levels)
Feature Metadata (Processed):
(raw dtype, special dtypes):
('category', []) : 2 | ['season', 'weather']
('float', []) : 3 | ['temp', 'atemp', 'windspeed']
('int', []) : 2 | ['humidity', 'hour']
('int', ['bool']) : 2 | ['holiday', 'workingday']
('int', ['datetime_as_int']) : 5 | ['datetime', 'datetime.year', 'datetime.month', 'datetime.day', 'datetime.dayofweek']
*** End of fit() summary ***
C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\utils\plots.py:169: UserWarning: AutoGluon summary plots cannot be created because bokeh is not installed. To see plots, please do: "pip install bokeh==2.0.1"
warnings.warn('AutoGluon summary plots cannot be created because bokeh is not installed. To see plots, please do: "pip install bokeh==2.0.1"')
Out[68]:
{'model_types': {'ExtraTrees_BAG_L1': 'StackerEnsembleModel_XT',
'WeightedEnsemble_L2': 'WeightedEnsembleModel',
'ExtraTrees_BAG_L2': 'StackerEnsembleModel_XT',
'WeightedEnsemble_L3': 'WeightedEnsembleModel'},
'model_performance': {'ExtraTrees_BAG_L1': -38.510588153112344,
'WeightedEnsemble_L2': -38.510588153112344,
'ExtraTrees_BAG_L2': -38.27618209882846,
'WeightedEnsemble_L3': -37.716042630984234},
'model_best': 'WeightedEnsemble_L3',
'model_paths': {'ExtraTrees_BAG_L1': ['ExtraTrees_BAG_L1'],
'WeightedEnsemble_L2': ['WeightedEnsemble_L2'],
'ExtraTrees_BAG_L2': ['ExtraTrees_BAG_L2'],
'WeightedEnsemble_L3': ['WeightedEnsemble_L3']},
'model_fit_times': {'ExtraTrees_BAG_L1': 1.2240052223205566,
'WeightedEnsemble_L2': 0.022171735763549805,
'ExtraTrees_BAG_L2': 1.3413448333740234,
'WeightedEnsemble_L3': 0.027712583541870117},
'model_pred_times': {'ExtraTrees_BAG_L1': 0.24446320533752441,
'WeightedEnsemble_L2': 0.0,
'ExtraTrees_BAG_L2': 0.3406100273132324,
'WeightedEnsemble_L3': 0.0},
'num_bag_folds': 8,
'max_stack_level': 3,
'model_hyperparams': {'ExtraTrees_BAG_L1': {'use_orig_features': True,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True,
'use_child_oof': True},
'WeightedEnsemble_L2': {'use_orig_features': False,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True},
'ExtraTrees_BAG_L2': {'use_orig_features': True,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True,
'use_child_oof': True},
'WeightedEnsemble_L3': {'use_orig_features': False,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True}},
'leaderboard': model score_val eval_metric pred_time_val \
0 WeightedEnsemble_L3 -37.716043 root_mean_squared_error 0.585073
1 ExtraTrees_BAG_L2 -38.276182 root_mean_squared_error 0.585073
2 WeightedEnsemble_L2 -38.510588 root_mean_squared_error 0.244463
3 ExtraTrees_BAG_L1 -38.510588 root_mean_squared_error 0.244463
fit_time pred_time_val_marginal fit_time_marginal stack_level \
0 2.593063 0.000000 0.027713 3
1 2.565350 0.340610 1.341345 2
2 1.246177 0.000000 0.022172 2
3 1.224005 0.244463 1.224005 1
can_infer fit_order
0 True 4
1 True 3
2 True 2
3 True 1 }
In [90]:
# Remember to set all negative values to zero
# 🔹 Ensure all negative predictions are set to zero
predictions = predictor_new_hpo2.predict(test) # Predict on training data
predictions = predictions.clip(lower=0) # Ensures no negative values
In [91]:
predictor_new_hpo2.leaderboard(silent=True).plot(kind="bar", x="model", y="score_val")
Out[91]:
<Axes: xlabel='model'>
In [92]:
# Load the sample submission file
submission_new_hpo2 = pd.read_csv("sampleSubmission.csv")
In [93]:
# Same submitting predictions
submission_new_hpo2["count"] = predictions
submission_new_hpo2.to_csv("submission_new_hpo2.csv", index=False)
In [94]:
!kaggle competitions submit -c bike-sharing-demand -f submission_new_hpo2.csv -m "new features with hyperparameters combination-2"
Successfully submitted to Bike Sharing Demand
0%| | 0.00/194k [00:00<?, ?B/s] 50%|████▉ | 96.0k/194k [00:00<00:00, 900kB/s] 100%|██████████| 194k/194k [00:01<00:00, 116kB/s]
In [95]:
!kaggle competitions submissions -c bike-sharing-demand > submission_new_hpo2.txt
!powershell -Command "Get-Content submission_new_hpo2.txt | Select-Object -First 10"
fileName date description status publicScore privateScore --------------------------- ------------------- ----------------------------------------------- -------- ----------- ------------ submission_new_hpo2.csv 2025-02-22 04:44:55 new features with hyperparameters combination-2 complete 0.47108 0.47108 submission_new_hpo1.csv 2025-02-22 04:43:44 new features with hyperparameters combination-1 complete 0.48828 0.48828 submission_new_hpo1.csv 2025-02-22 04:42:24 new features with hyperparameters combination-1 complete 0.48828 0.48828 submission_new_hpo.csv 2025-02-22 04:36:39 new features with hyperparameters combination-2 complete 0.47108 0.47108 submission_new_hpo.csv 2025-02-22 04:35:48 new features with hyperparameters combination-1 complete 0.48828 0.48828 submission_new_hpo.csv 2025-02-22 02:51:21 new features with hyperparameters complete 0.48802 0.48802 submission_new_features.csv 2025-02-22 02:45:07 new features complete 0.59867 0.59867 submission.csv 2025-02-22 02:34:51 first raw submission complete 1.81999 1.81999
In [98]:
num_trials = 25 # Number of hyperparameter optimization trials you want to perform
search_strategy = 'auto' # tune hyperparameters using Bayesian optimization routine with a local scheduler
scheduler = 'local' # Local FIFO scheduler
hyperparameter_tune_kwargs = {
'num_trials': num_trials,
'scheduler' : scheduler,
'searcher': search_strategy,
}
predictor_new_hpo3 = TabularPredictor(label="count").fit(
train_data=train,
time_limit=600, # 10-minute limit
presets="best_quality", # Focus on highest quality
hyperparameter_tune_kwargs=hyperparameter_tune_kwargs, # Random search with 10 trials
hyperparameters={
'GBM': {'num_leaves': 31, 'learning_rate': 0.07, 'n_estimators': 150}, # LightGBM with tuned params
'KNN': {'weights': 'distance', 'n_neighbors': 10}, # KNN with distance-based weighting
}
)
No path specified. Models will be saved in: "AutogluonModels\ag-20250222_045442"
Verbosity: 2 (Standard Logging)
=================== System Info ===================
AutoGluon Version: 1.2
Python Version: 3.11.9
Operating System: Windows
Platform Machine: AMD64
Platform Version: 10.0.26100
CPU Count: 18
Memory Avail: 1.19 GB / 15.43 GB (7.7%)
Disk Space Avail: 284.94 GB / 475.85 GB (59.9%)
===================================================
Presets specified: ['best_quality']
Warning: hyperparameter tuning is currently experimental and may cause the process to hang.
Setting dynamic_stacking from 'auto' to True. Reason: Enable dynamic_stacking when use_bag_holdout is disabled. (use_bag_holdout=False)
Stack configuration (auto_stack=True): num_stack_levels=1, num_bag_folds=8, num_bag_sets=1
DyStack is enabled (dynamic_stacking=True). AutoGluon will try to determine whether the input data is affected by stacked overfitting and enable or disable stacking as a consequence.
This is used to identify the optimal `num_stack_levels` value. Copies of AutoGluon will be fit on subsets of the data. Then holdout validation data is used to detect stacked overfitting.
Running DyStack for up to 150s of the 600s of remaining time (25%).
Running DyStack sub-fit in a ray process to avoid memory leakage. Enabling ray logging (enable_ray_logging=True). Specify `ds_args={'enable_ray_logging': False}` if you experience logging issues.
C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\tabular\predictor\predictor.py:1380: UserWarning: Failed to use ray for memory safe fits. Falling back to normal fit. Error: OSError(203, 'AssignProcessToJobObject() failed')
stacked_overfitting = self._sub_fit_memory_save_wrapper(
Context path: "c:\Users\Nandan\AWSMLENGINEERNANODEGREE\AWS\project\AutogluonModels\ag-20250222_045442\ds_sub_fit\sub_fit_ho"
Running DyStack sub-fit ...
Beginning AutoGluon training ... Time limit = 142s
AutoGluon will save models to "c:\Users\Nandan\AWSMLENGINEERNANODEGREE\AWS\project\AutogluonModels\ag-20250222_045442\ds_sub_fit\sub_fit_ho"
Train Data Rows: 9676
Train Data Columns: 10
Label Column: count
Problem Type: regression
Preprocessing data ...
Using Feature Generators to preprocess the data ...
Fitting AutoMLPipelineFeatureGenerator...
Available Memory: 1928.32 MB
Train Data (Original) Memory Usage: 1.20 MB (0.1% of available memory)
Inferring data type of each feature based on column values. Set feature_metadata_in to manually specify special dtypes of the features.
Stage 1 Generators:
Fitting AsTypeFeatureGenerator...
Note: Converting 2 features to boolean dtype as they only contain 2 unique values.
Stage 2 Generators:
Fitting FillNaFeatureGenerator...
Stage 3 Generators:
Fitting IdentityFeatureGenerator...
Fitting CategoryFeatureGenerator...
Fitting CategoryMemoryMinimizeFeatureGenerator...
Fitting DatetimeFeatureGenerator...
Stage 4 Generators:
Fitting DropUniqueFeatureGenerator...
Stage 5 Generators:
Fitting DropDuplicatesFeatureGenerator...
Types of features in original data (raw dtype, special dtypes):
('category', []) : 2 | ['season', 'weather']
('float', []) : 3 | ['temp', 'atemp', 'windspeed']
('int', []) : 4 | ['holiday', 'workingday', 'humidity', 'hour']
('object', ['datetime_as_object']) : 1 | ['datetime']
Types of features in processed data (raw dtype, special dtypes):
('category', []) : 2 | ['season', 'weather']
('float', []) : 3 | ['temp', 'atemp', 'windspeed']
('int', []) : 2 | ['humidity', 'hour']
('int', ['bool']) : 2 | ['holiday', 'workingday']
('int', ['datetime_as_int']) : 5 | ['datetime', 'datetime.year', 'datetime.month', 'datetime.day', 'datetime.dayofweek']
0.1s = Fit runtime
10 features in original data used to generate 14 features in processed data.
Train Data (Processed) Memory Usage: 0.74 MB (0.0% of available memory)
Data preprocessing and feature engineering runtime = 0.13s ...
AutoGluon will gauge predictive performance using evaluation metric: 'root_mean_squared_error'
This metric's sign has been flipped to adhere to being higher_is_better. The metric score can be multiplied by -1 to get the metric value.
To change this, specify the eval_metric parameter of Predictor()
User-specified model hyperparameters to be fit:
{
'GBM': [{'num_leaves': 31, 'learning_rate': 0.07, 'n_estimators': 150}],
'KNN': [{'weights': 'distance', 'n_neighbors': 10}],
}
AutoGluon will fit 2 stack levels (L1 to L2) ...
Fitting 2 L1 models, fit_strategy="sequential" ...
Hyperparameter tuning model: KNeighbors_BAG_L1 ... Tuning model for up to 42.69s of the 142.33s of remaining time.
No hyperparameter search space specified for KNeighbors_BAG_L1. Skipping HPO. Will train one model based on the provided hyperparameters.
Fitted model: KNeighbors_BAG_L1 ...
-104.3064 = Validation score (-root_mean_squared_error)
0.07s = Training runtime
0.03s = Validation runtime
Hyperparameter tuning model: LightGBM_BAG_L1 ... Tuning model for up to 42.69s of the 142.18s of remaining time.
0%| | 0/25 [00:00<?, ?it/s] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.41%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
4%|▍ | 1/25 [00:07<02:56, 7.36s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.41%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
8%|▊ | 2/25 [00:15<02:55, 7.63s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.44%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
12%|█▏ | 3/25 [00:22<02:43, 7.43s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.45%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
16%|█▌ | 4/25 [00:29<02:36, 7.47s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.48%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Stopping HPO to satisfy time limit...
16%|█▌ | 4/25 [00:37<03:18, 9.43s/it]
No model was trained during hyperparameter tuning LightGBM_BAG_L1... Skipping this model.
Fitting model: WeightedEnsemble_L2 ... Training model for up to 142.33s of the 104.39s of remaining time.
Ensemble Weights: {'KNeighbors_BAG_L1': 1.0}
-104.3064 = Validation score (-root_mean_squared_error)
0.03s = Training runtime
0.0s = Validation runtime
Fitting 1 L2 models, fit_strategy="sequential" ...
Hyperparameter tuning model: LightGBM_BAG_L2 ... Tuning model for up to 93.9s of the 104.34s of remaining time.
0%| | 0/25 [00:00<?, ?it/s] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.52%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
4%|▍ | 1/25 [00:07<02:56, 7.37s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.55%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
8%|▊ | 2/25 [00:14<02:46, 7.23s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.58%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
12%|█▏ | 3/25 [00:22<02:44, 7.47s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.63%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
16%|█▌ | 4/25 [00:30<02:39, 7.60s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.66%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
20%|██ | 5/25 [00:37<02:30, 7.54s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.69%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
24%|██▍ | 6/25 [00:44<02:21, 7.45s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.75%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
28%|██▊ | 7/25 [00:52<02:15, 7.51s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.81%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
32%|███▏ | 8/25 [00:59<02:07, 7.52s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.88%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
36%|███▌ | 9/25 [01:07<02:00, 7.51s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.91%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
40%|████ | 10/25 [01:14<01:50, 7.39s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.02%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
44%|████▍ | 11/25 [01:22<01:43, 7.42s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.14%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Stopping HPO to satisfy time limit...
44%|████▍ | 11/25 [01:29<01:53, 8.14s/it]
No model was trained during hyperparameter tuning LightGBM_BAG_L2... Skipping this model.
Fitting model: WeightedEnsemble_L3 ... Training model for up to 142.33s of the 14.73s of remaining time.
Ensemble Weights: {'KNeighbors_BAG_L1': 1.0}
-104.3064 = Validation score (-root_mean_squared_error)
0.03s = Training runtime
0.0s = Validation runtime
AutoGluon training complete, total runtime = 127.78s ... Best model: WeightedEnsemble_L2 | Estimated inference throughput: 316425.4 rows/s (9676 batch size)
TabularPredictor saved. To load, use: predictor = TabularPredictor.load("c:\Users\Nandan\AWSMLENGINEERNANODEGREE\AWS\project\AutogluonModels\ag-20250222_045442\ds_sub_fit\sub_fit_ho")
Deleting DyStack predictor artifacts (clean_up_fits=True) ...
Leaderboard on holdout data (DyStack):
model score_holdout score_val eval_metric pred_time_test pred_time_val fit_time pred_time_test_marginal pred_time_val_marginal fit_time_marginal stack_level can_infer fit_order
0 KNeighbors_BAG_L1 -105.027357 -104.306433 root_mean_squared_error 0.036209 0.030579 0.067822 0.036209 0.030579 0.067822 1 True 1
1 WeightedEnsemble_L3 -105.027357 -104.306433 root_mean_squared_error 0.048056 0.031578 0.095217 0.011847 0.000999 0.027395 3 True 3
2 WeightedEnsemble_L2 -105.027357 -104.306433 root_mean_squared_error 0.053238 0.030579 0.094960 0.017030 0.000000 0.027138 2 True 2
1 = Optimal num_stack_levels (Stacked Overfitting Occurred: False)
135s = DyStack runtime | 465s = Remaining runtime
Starting main fit with num_stack_levels=1.
For future fit calls on this dataset, you can skip DyStack to save time: `predictor.fit(..., dynamic_stacking=False, num_stack_levels=1)`
Beginning AutoGluon training ... Time limit = 465s
AutoGluon will save models to "c:\Users\Nandan\AWSMLENGINEERNANODEGREE\AWS\project\AutogluonModels\ag-20250222_045442"
Train Data Rows: 10886
Train Data Columns: 10
Label Column: count
Problem Type: regression
Preprocessing data ...
Using Feature Generators to preprocess the data ...
Fitting AutoMLPipelineFeatureGenerator...
Available Memory: 677.47 MB
Train Data (Original) Memory Usage: 1.35 MB (0.2% of available memory)
Inferring data type of each feature based on column values. Set feature_metadata_in to manually specify special dtypes of the features.
Stage 1 Generators:
Fitting AsTypeFeatureGenerator...
Note: Converting 2 features to boolean dtype as they only contain 2 unique values.
Stage 2 Generators:
Fitting FillNaFeatureGenerator...
Stage 3 Generators:
Fitting IdentityFeatureGenerator...
Fitting CategoryFeatureGenerator...
Fitting CategoryMemoryMinimizeFeatureGenerator...
Fitting DatetimeFeatureGenerator...
Stage 4 Generators:
Fitting DropUniqueFeatureGenerator...
Stage 5 Generators:
Fitting DropDuplicatesFeatureGenerator...
Types of features in original data (raw dtype, special dtypes):
('category', []) : 2 | ['season', 'weather']
('float', []) : 3 | ['temp', 'atemp', 'windspeed']
('int', []) : 4 | ['holiday', 'workingday', 'humidity', 'hour']
('object', ['datetime_as_object']) : 1 | ['datetime']
Types of features in processed data (raw dtype, special dtypes):
('category', []) : 2 | ['season', 'weather']
('float', []) : 3 | ['temp', 'atemp', 'windspeed']
('int', []) : 2 | ['humidity', 'hour']
('int', ['bool']) : 2 | ['holiday', 'workingday']
('int', ['datetime_as_int']) : 5 | ['datetime', 'datetime.year', 'datetime.month', 'datetime.day', 'datetime.dayofweek']
0.1s = Fit runtime
10 features in original data used to generate 14 features in processed data.
Train Data (Processed) Memory Usage: 0.83 MB (0.1% of available memory)
Data preprocessing and feature engineering runtime = 0.12s ...
AutoGluon will gauge predictive performance using evaluation metric: 'root_mean_squared_error'
This metric's sign has been flipped to adhere to being higher_is_better. The metric score can be multiplied by -1 to get the metric value.
To change this, specify the eval_metric parameter of Predictor()
User-specified model hyperparameters to be fit:
{
'GBM': [{'num_leaves': 31, 'learning_rate': 0.07, 'n_estimators': 150}],
'KNN': [{'weights': 'distance', 'n_neighbors': 10}],
}
AutoGluon will fit 2 stack levels (L1 to L2) ...
Fitting 2 L1 models, fit_strategy="sequential" ...
Hyperparameter tuning model: KNeighbors_BAG_L1 ... Tuning model for up to 139.29s of the 464.42s of remaining time.
No hyperparameter search space specified for KNeighbors_BAG_L1. Skipping HPO. Will train one model based on the provided hyperparameters.
Fitted model: KNeighbors_BAG_L1 ...
-98.5916 = Validation score (-root_mean_squared_error)
0.09s = Training runtime
0.03s = Validation runtime
Hyperparameter tuning model: LightGBM_BAG_L1 ... Tuning model for up to 139.29s of the 464.27s of remaining time.
0%| | 0/25 [00:00<?, ?it/s] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.19%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
4%|▍ | 1/25 [00:07<02:58, 7.43s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.24%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
8%|▊ | 2/25 [00:14<02:48, 7.33s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.47%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
12%|█▏ | 3/25 [00:22<02:43, 7.44s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.76%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
16%|█▌ | 4/25 [00:29<02:36, 7.43s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.81%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
20%|██ | 5/25 [00:37<02:27, 7.40s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.90%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
24%|██▍ | 6/25 [00:44<02:21, 7.45s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.98%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
28%|██▊ | 7/25 [00:52<02:16, 7.57s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.05%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
32%|███▏ | 8/25 [00:59<02:08, 7.58s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.15%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
36%|███▌ | 9/25 [01:07<02:02, 7.66s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.35%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
40%|████ | 10/25 [01:15<01:54, 7.65s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.14%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
44%|████▍ | 11/25 [01:23<01:48, 7.74s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.63%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
48%|████▊ | 12/25 [01:30<01:39, 7.68s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.68%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
52%|█████▏ | 13/25 [01:38<01:31, 7.61s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.84%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
56%|█████▌ | 14/25 [01:45<01:21, 7.45s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.96%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
60%|██████ | 15/25 [01:53<01:15, 7.57s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.06%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
64%|██████▍ | 16/25 [02:01<01:10, 7.85s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.35%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
Stopping HPO to satisfy time limit...
64%|██████▍ | 16/25 [02:12<01:14, 8.31s/it]
No model was trained during hyperparameter tuning LightGBM_BAG_L1... Skipping this model.
Fitting model: WeightedEnsemble_L2 ... Training model for up to 360.00s of the 331.30s of remaining time.
Ensemble Weights: {'KNeighbors_BAG_L1': 1.0}
-98.5916 = Validation score (-root_mean_squared_error)
0.05s = Training runtime
0.03s = Validation runtime
Fitting 1 L2 models, fit_strategy="sequential" ...
Hyperparameter tuning model: LightGBM_BAG_L2 ... Tuning model for up to 298.03s of the 331.14s of remaining time.
0%| | 0/25 [00:00<?, ?it/s] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.72%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
4%|▍ | 1/25 [00:10<04:14, 10.59s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.73%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
8%|▊ | 2/25 [00:21<04:02, 10.53s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.79%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
12%|█▏ | 3/25 [00:31<03:52, 10.59s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.86%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
16%|█▌ | 4/25 [00:42<03:44, 10.70s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.49%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
20%|██ | 5/25 [00:53<03:34, 10.70s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.52%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
24%|██▍ | 6/25 [01:04<03:24, 10.76s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.56%)
Session name session_2025-02-22_10-30-25_892612_3904 does not match persisted value b'session_2025-02-22_10-22-24_139979_3904'. Perhaps there was an error connecting to Redis.
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1364, in start_head_processes
self._write_cluster_info_to_kv()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1319, in _write_cluster_info_to_kv
assert curr_val == self._session_name.encode("utf-8"), (
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
AssertionError: Session name session_2025-02-22_10-30-25_892612_3904 does not match persisted value b'session_2025-02-22_10-22-24_139979_3904'. Perhaps there was an error connecting to Redis.
28%|██▊ | 7/25 [01:14<03:11, 10.62s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.54%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
32%|███▏ | 8/25 [01:25<03:01, 10.70s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.55%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
36%|███▌ | 9/25 [01:35<02:50, 10.66s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.61%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
40%|████ | 10/25 [01:46<02:39, 10.61s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.67%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
44%|████▍ | 11/25 [01:57<02:29, 10.65s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.69%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
48%|████▊ | 12/25 [02:07<02:18, 10.66s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.69%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
52%|█████▏ | 13/25 [02:18<02:09, 10.75s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.75%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
56%|█████▌ | 14/25 [02:29<01:58, 10.77s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.79%)
Session name session_2025-02-22_10-31-51_779400_3904 does not match persisted value b'session_2025-02-22_08-11-49_954399_3904'. Perhaps there was an error connecting to Redis.
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1364, in start_head_processes
self._write_cluster_info_to_kv()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1319, in _write_cluster_info_to_kv
assert curr_val == self._session_name.encode("utf-8"), (
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
AssertionError: Session name session_2025-02-22_10-31-51_779400_3904 does not match persisted value b'session_2025-02-22_08-11-49_954399_3904'. Perhaps there was an error connecting to Redis.
60%|██████ | 15/25 [02:40<01:47, 10.79s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.76%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
64%|██████▍ | 16/25 [02:51<01:36, 10.75s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.79%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
68%|██████▊ | 17/25 [03:01<01:26, 10.77s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.87%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
72%|███████▏ | 18/25 [03:12<01:15, 10.82s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=0.99%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
76%|███████▌ | 19/25 [03:23<01:04, 10.80s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.07%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
80%|████████ | 20/25 [03:34<00:53, 10.76s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.20%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
84%|████████▍ | 21/25 [03:45<00:43, 10.82s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.30%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
88%|████████▊ | 22/25 [03:56<00:32, 10.84s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.45%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
92%|█████████▏| 23/25 [04:07<00:22, 11.09s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.52%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
96%|█████████▌| 24/25 [04:18<00:10, 10.97s/it] Fitting 8 child models (S1F1 - S1F8) | Fitting with ParallelLocalFoldFittingStrategy (8 workers, per: cpus=2, gpus=0, memory=1.22%)
[Errno 203] AssignProcessToJobObject() failed
Traceback (most recent call last):
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 37, in model_trial
model = fit_and_save_model(
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\model_trial.py", line 96, in fit_and_save_model
model.fit(**fit_args, time_limit=time_left)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\abstract\abstract_model.py", line 925, in fit
out = self._fit(**kwargs)
^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\stacker_ensemble_model.py", line 270, in _fit
return super()._fit(X=X, y=y, time_limit=time_limit, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 298, in _fit
self._fit_folds(
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\bagged_ensemble_model.py", line 724, in _fit_folds
fold_fitting_strategy.after_all_folds_scheduled()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\models\ensemble\fold_fitting_strategy.py", line 673, in after_all_folds_scheduled
self.ray.init(**ray_init_args)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\client_mode_hook.py", line 103, in wrapper
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\worker.py", line 1712, in init
_global_node = ray._private.node.Node(
^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 336, in __init__
self.start_head_processes()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1367, in start_head_processes
self.start_monitor()
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\node.py", line 1261, in start_monitor
process_info = ray._private.services.start_monitor(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 2158, in start_monitor
process_info = start_ray_process(
^^^^^^^^^^^^^^^^^^
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\services.py", line 1027, in start_ray_process
ray._private.utils.set_kill_child_on_death_win32(process)
File "C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\ray\_private\utils.py", line 907, in set_kill_child_on_death_win32
raise OSError(ctypes.get_last_error(), "AssignProcessToJobObject() failed")
OSError: [Errno 203] AssignProcessToJobObject() failed
100%|██████████| 25/25 [04:29<00:00, 10.77s/it]
No model was trained during hyperparameter tuning LightGBM_BAG_L2... Skipping this model.
Fitting model: WeightedEnsemble_L3 ... Training model for up to 360.00s of the 61.77s of remaining time.
Ensemble Weights: {'KNeighbors_BAG_L1': 1.0}
-98.5916 = Validation score (-root_mean_squared_error)
0.03s = Training runtime
0.0s = Validation runtime
AutoGluon training complete, total runtime = 402.86s ... Best model: WeightedEnsemble_L2 | Estimated inference throughput: 169306.3 rows/s (10886 batch size)
TabularPredictor saved. To load, use: predictor = TabularPredictor.load("c:\Users\Nandan\AWSMLENGINEERNANODEGREE\AWS\project\AutogluonModels\ag-20250222_045442")
In [99]:
predictor_new_hpo3.fit_summary()
*** Summary of fit() ***
Estimated performance of each model:
model score_val eval_metric pred_time_val fit_time pred_time_val_marginal fit_time_marginal stack_level can_infer fit_order
0 WeightedEnsemble_L3 -98.591569 root_mean_squared_error 0.032619 0.115914 0.000000 0.027315 3 True 3
1 KNeighbors_BAG_L1 -98.591569 root_mean_squared_error 0.032619 0.088599 0.032619 0.088599 1 True 1
2 WeightedEnsemble_L2 -98.591569 root_mean_squared_error 0.064298 0.138590 0.031679 0.049991 2 True 2
Number of models trained: 3
Types of models trained:
{'StackerEnsembleModel_KNN', 'WeightedEnsembleModel'}
Bagging used: True (with 8 folds)
Multi-layer stack-ensembling used: True (with 3 levels)
Feature Metadata (Processed):
(raw dtype, special dtypes):
('category', []) : 2 | ['season', 'weather']
('float', []) : 3 | ['temp', 'atemp', 'windspeed']
('int', []) : 2 | ['humidity', 'hour']
('int', ['bool']) : 2 | ['holiday', 'workingday']
('int', ['datetime_as_int']) : 5 | ['datetime', 'datetime.year', 'datetime.month', 'datetime.day', 'datetime.dayofweek']
*** End of fit() summary ***
C:\Users\Nandan\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local-packages\Python311\site-packages\autogluon\core\utils\plots.py:169: UserWarning: AutoGluon summary plots cannot be created because bokeh is not installed. To see plots, please do: "pip install bokeh==2.0.1"
warnings.warn('AutoGluon summary plots cannot be created because bokeh is not installed. To see plots, please do: "pip install bokeh==2.0.1"')
Out[99]:
{'model_types': {'KNeighbors_BAG_L1': 'StackerEnsembleModel_KNN',
'WeightedEnsemble_L2': 'WeightedEnsembleModel',
'WeightedEnsemble_L3': 'WeightedEnsembleModel'},
'model_performance': {'KNeighbors_BAG_L1': -98.59156918812867,
'WeightedEnsemble_L2': -98.59156918812867,
'WeightedEnsemble_L3': -98.59156918812867},
'model_best': 'WeightedEnsemble_L2',
'model_paths': {'KNeighbors_BAG_L1': ['KNeighbors_BAG_L1'],
'WeightedEnsemble_L2': ['WeightedEnsemble_L2'],
'WeightedEnsemble_L3': ['WeightedEnsemble_L3']},
'model_fit_times': {'KNeighbors_BAG_L1': 0.08859896659851074,
'WeightedEnsemble_L2': 0.04999089241027832,
'WeightedEnsemble_L3': 0.027315139770507812},
'model_pred_times': {'KNeighbors_BAG_L1': 0.03261876106262207,
'WeightedEnsemble_L2': 0.03167891502380371,
'WeightedEnsemble_L3': 0.0},
'num_bag_folds': 8,
'max_stack_level': 3,
'model_hyperparams': {'KNeighbors_BAG_L1': {'use_orig_features': True,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True,
'use_child_oof': True},
'WeightedEnsemble_L2': {'use_orig_features': False,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True},
'WeightedEnsemble_L3': {'use_orig_features': False,
'valid_stacker': True,
'max_base_models': 0,
'max_base_models_per_type': 'auto',
'save_bag_folds': True}},
'leaderboard': model score_val eval_metric pred_time_val \
0 WeightedEnsemble_L3 -98.591569 root_mean_squared_error 0.032619
1 KNeighbors_BAG_L1 -98.591569 root_mean_squared_error 0.032619
2 WeightedEnsemble_L2 -98.591569 root_mean_squared_error 0.064298
fit_time pred_time_val_marginal fit_time_marginal stack_level \
0 0.115914 0.000000 0.027315 3
1 0.088599 0.032619 0.088599 1
2 0.138590 0.031679 0.049991 2
can_infer fit_order
0 True 3
1 True 1
2 True 2 }
In [100]:
# Remember to set all negative values to zero
# 🔹 Ensure all negative predictions are set to zero
predictions = predictor_new_hpo3.predict(test) # Predict on training data
predictions = predictions.clip(lower=0) # Ensures no negative values
In [101]:
predictor_new_hpo3.leaderboard(silent=True).plot(kind="bar", x="model", y="score_val")
Out[101]:
<Axes: xlabel='model'>
In [102]:
# Load the sample submission file
submission_new_hpo3 = pd.read_csv("sampleSubmission.csv")
In [103]:
# Same submitting predictions
submission_new_hpo3["count"] = predictions
submission_new_hpo3.to_csv("submission_new_hpo3.csv", index=False)
In [104]:
!kaggle competitions submit -c bike-sharing-demand -f submission_new_hpo3.csv -m "new features with hyperparameters combination-3"
Successfully submitted to Bike Sharing Demand
0%| | 0.00/195k [00:00<?, ?B/s] 8%|▊ | 16.0k/195k [00:00<00:09, 19.5kB/s] 100%|██████████| 195k/195k [00:02<00:00, 75.0kB/s]
In [107]:
!kaggle competitions submissions -c bike-sharing-demand > submission_new_hpo3.txt
!powershell -Command "Get-Content submission_new_hpo3.txt | Select-Object -First 20"
fileName date description status publicScore privateScore --------------------------- ------------------- ----------------------------------------------- -------- ----------- ------------ submission_new_hpo3.csv 2025-02-22 05:03:49 new features with hyperparameters combination-3 complete 1.57341 1.57341 submission_new_hpo2.csv 2025-02-22 04:44:55 new features with hyperparameters combination-2 complete 0.47108 0.47108 submission_new_hpo1.csv 2025-02-22 04:43:44 new features with hyperparameters combination-1 complete 0.48828 0.48828 submission_new_hpo1.csv 2025-02-22 04:42:24 new features with hyperparameters combination-1 complete 0.48828 0.48828 submission_new_hpo.csv 2025-02-22 04:36:39 new features with hyperparameters combination-2 complete 0.47108 0.47108 submission_new_hpo.csv 2025-02-22 04:35:48 new features with hyperparameters combination-1 complete 0.48828 0.48828 submission_new_hpo.csv 2025-02-22 02:51:21 new features with hyperparameters complete 0.48802 0.48802 submission_new_features.csv 2025-02-22 02:45:07 new features complete 0.59867 0.59867 submission.csv 2025-02-22 02:34:51 first raw submission complete 1.81999 1.81999 submission_new_hpo.csv 2025-02-21 16:10:05 new features with hyperparameters complete 0.48802 0.48802 submission_new_features.csv 2025-02-21 15:55:32 new features complete 0.60427 0.60427 submission.csv 2025-02-21 15:45:03 first raw submission complete 1.81136 1.81136 submission_new_features.csv 2025-02-21 15:20:05 new features complete 0.59753 0.59753 submission_new_features.csv 2025-02-21 14:05:55 new features complete 0.61229 0.61229 submission.csv 2025-02-21 13:32:36 first raw submission complete 1.81502 1.81502
New Score of ?¶
In [108]:
import matplotlib.pyplot as plt
import pandas as pd
# 🔹 Retrieve model scores from AutoGluon (Replace with actual objects if needed)
initial_score = predictor.leaderboard().loc[0, "score_val"]
add_features_score = predictor_new_features.leaderboard().loc[0, "score_val"]
hpo_score = predictor_new_hpo.leaderboard().loc[0, "score_val"]
hpo1_score = predictor_new_hpo1.leaderboard().loc[0, "score_val"]
hpo2_score = predictor_new_hpo2.leaderboard().loc[0, "score_val"]
hpo3_score = predictor_new_hpo3.leaderboard().loc[0, "score_val"]
# 🔹 Create a DataFrame with model scores
df_scores = pd.DataFrame(
{
"model": ["initial", "add_features", "hpo", "hpo1", "hpo2", "hpo3"],
"score": [initial_score, add_features_score, hpo_score, hpo1_score, hpo2_score, hpo3_score]
}
)
# 🔹 Plot scores to show improvement
fig, ax = plt.subplots(figsize=(8, 6))
df_scores.plot(x="model", y="score", kind="line", marker="o", ax=ax, linestyle='-', color='b')
plt.title("Model Training Score Improvement")
plt.ylabel("Score (Lower is Better)") # Assuming RMSE or similar metric
plt.xlabel("Training Stage")
plt.grid(True)
# 🔹 Save the plot
fig.savefig('model_train_score_all_hpo.png')
# 🔹 Show the plot
plt.show()
In [109]:
import matplotlib.pyplot as plt
import pandas as pd
# Kaggle test scores from unique submissions
initial_kaggle_score = 1.81999 # First raw submission
add_features_kaggle_score = 0.59867 # New features
hpo_kaggle_score = 0.48802 # New features with hyperparameters
hpo_kaggle_score1 = 0.48828 # New hyperparameter combination 1
hpo_kaggle_score2 = 0.47108 # New hyperparameter combination 2
hpo_kaggle_score3 = 1.57341 # New hyperparameter combination 3
# Create a DataFrame with Kaggle test scores
df_kaggle_scores = pd.DataFrame(
{
"test_eval": ["initial", "add_features", "hpo", "hpo1", "hpo2", "hpo3"],
"score": [
initial_kaggle_score,
add_features_kaggle_score,
hpo_kaggle_score,
hpo_kaggle_score1,
hpo_kaggle_score2,
hpo_kaggle_score3
]
}
)
# Plot scores to show improvement
fig, ax = plt.subplots(figsize=(8, 6))
df_kaggle_scores.plot(x="test_eval", y="score", kind="line", marker="o", ax=ax, color="b", linestyle="-")
plt.title("Kaggle Test Score Improvement")
plt.ylabel("Score (Lower is Better)") # Assuming RMSE or similar metric
plt.xlabel("Model Version")
plt.grid(True)
# Save the plot
fig.savefig('model_test_score.png')
# Show the plot
plt.show()
Hyperparameter table¶
In [110]:
# Kaggle test scores from unique submissions
initial_kaggle_score = 1.81999 # First raw submission
add_features_kaggle_score = 0.59867 # New features
hpo_kaggle_score = 0.48802 # New features with hyperparameters
hpo_kaggle_score1 = 0.48828 # New hyperparameter combination 1
hpo_kaggle_score2 = 0.47108 # New hyperparameter combination 2
hpo_kaggle_score3 = 1.57341 # New hyperparameter combination 3
# Hyperparameter tuning details (placeholders can be replaced with actual tuned values)
hpo_values = ["default", "optimized_1", "optimized_2"]
hpo1_values = ["tuned_cat_xgb", "tuned_rf_gbm", "tuned_xgb_ensemble"]
hpo2_values = ["depth_adjusted", "learning_rate_tuned", "balanced_sampling"]
hpo3_values = ["feature_engineered", "new_loss_function", "ensemble_tuned"]
# Create a DataFrame
df_hpo_results = pd.DataFrame({
"model": ["initial", "add_features", "hpo"],
"hpo": hpo_values,
"hpo1": hpo1_values,
"hpo2": hpo2_values,
"hpo3": hpo3_values,
"score": [initial_kaggle_score, add_features_kaggle_score, hpo_kaggle_score]
})
# Display the DataFrame
print(df_hpo_results)
model hpo hpo1 hpo2 \
0 initial default tuned_cat_xgb depth_adjusted
1 add_features optimized_1 tuned_rf_gbm learning_rate_tuned
2 hpo optimized_2 tuned_xgb_ensemble balanced_sampling
hpo3 score
0 feature_engineered 1.81999
1 new_loss_function 0.59867
2 ensemble_tuned 0.48802
In [113]:
!pip install nbconvert
Collecting nbconvert Downloading nbconvert-7.16.6-py3-none-any.whl.metadata (8.5 kB) Requirement already satisfied: beautifulsoup4 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from nbconvert) (4.13.3) Requirement already satisfied: bleach!=5.0.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from bleach[css]!=5.0.0->nbconvert) (6.2.0) Requirement already satisfied: defusedxml in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from nbconvert) (0.7.1) Requirement already satisfied: jinja2>=3.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from nbconvert) (3.1.5) Requirement already satisfied: jupyter-core>=4.7 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from nbconvert) (5.7.2) Collecting jupyterlab-pygments (from nbconvert) Downloading jupyterlab_pygments-0.3.0-py3-none-any.whl.metadata (4.4 kB) Requirement already satisfied: markupsafe>=2.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from nbconvert) (3.0.2) Collecting mistune<4,>=2.0.3 (from nbconvert) Downloading mistune-3.1.2-py3-none-any.whl.metadata (1.7 kB) Collecting nbclient>=0.5.0 (from nbconvert) Downloading nbclient-0.10.2-py3-none-any.whl.metadata (8.3 kB) Collecting nbformat>=5.7 (from nbconvert) Downloading nbformat-5.10.4-py3-none-any.whl.metadata (3.6 kB) Requirement already satisfied: packaging in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from nbconvert) (24.2) Collecting pandocfilters>=1.4.1 (from nbconvert) Downloading pandocfilters-1.5.1-py2.py3-none-any.whl.metadata (9.0 kB) Requirement already satisfied: pygments>=2.4.1 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from nbconvert) (2.19.1) Requirement already satisfied: traitlets>=5.1 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from nbconvert) (5.14.3) Requirement already satisfied: webencodings in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from bleach!=5.0.0->bleach[css]!=5.0.0->nbconvert) (0.5.1) Collecting tinycss2<1.5,>=1.1.0 (from bleach[css]!=5.0.0->nbconvert) Downloading tinycss2-1.4.0-py3-none-any.whl.metadata (3.0 kB) Requirement already satisfied: platformdirs>=2.5 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from jupyter-core>=4.7->nbconvert) (4.3.6) Requirement already satisfied: pywin32>=300 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from jupyter-core>=4.7->nbconvert) (308) Requirement already satisfied: jupyter-client>=6.1.12 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from nbclient>=0.5.0->nbconvert) (8.6.3) Collecting fastjsonschema>=2.15 (from nbformat>=5.7->nbconvert) Downloading fastjsonschema-2.21.1-py3-none-any.whl.metadata (2.2 kB) Requirement already satisfied: jsonschema>=2.6 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from nbformat>=5.7->nbconvert) (4.21.1) Requirement already satisfied: soupsieve>1.2 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from beautifulsoup4->nbconvert) (2.6) Requirement already satisfied: typing-extensions>=4.0.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from beautifulsoup4->nbconvert) (4.12.2) Requirement already satisfied: attrs>=22.2.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from jsonschema>=2.6->nbformat>=5.7->nbconvert) (25.1.0) Requirement already satisfied: jsonschema-specifications>=2023.03.6 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from jsonschema>=2.6->nbformat>=5.7->nbconvert) (2024.10.1) Requirement already satisfied: referencing>=0.28.4 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from jsonschema>=2.6->nbformat>=5.7->nbconvert) (0.36.2) Requirement already satisfied: rpds-py>=0.7.1 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from jsonschema>=2.6->nbformat>=5.7->nbconvert) (0.23.0) Requirement already satisfied: python-dateutil>=2.8.2 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from jupyter-client>=6.1.12->nbclient>=0.5.0->nbconvert) (2.9.0.post0) Requirement already satisfied: pyzmq>=23.0 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from jupyter-client>=6.1.12->nbclient>=0.5.0->nbconvert) (26.2.1) Requirement already satisfied: tornado>=6.2 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from jupyter-client>=6.1.12->nbclient>=0.5.0->nbconvert) (6.4.2) Requirement already satisfied: six>=1.5 in c:\users\nandan\appdata\local\packages\pythonsoftwarefoundation.python.3.11_qbz5n2kfra8p0\localcache\local-packages\python311\site-packages (from python-dateutil>=2.8.2->jupyter-client>=6.1.12->nbclient>=0.5.0->nbconvert) (1.17.0) Downloading nbconvert-7.16.6-py3-none-any.whl (258 kB) Downloading mistune-3.1.2-py3-none-any.whl (53 kB) Downloading nbclient-0.10.2-py3-none-any.whl (25 kB) Downloading nbformat-5.10.4-py3-none-any.whl (78 kB) Downloading pandocfilters-1.5.1-py2.py3-none-any.whl (8.7 kB) Downloading jupyterlab_pygments-0.3.0-py3-none-any.whl (15 kB) Downloading fastjsonschema-2.21.1-py3-none-any.whl (23 kB) Downloading tinycss2-1.4.0-py3-none-any.whl (26 kB) Installing collected packages: fastjsonschema, tinycss2, pandocfilters, mistune, jupyterlab-pygments, nbformat, nbclient, nbconvert Successfully installed fastjsonschema-2.21.1 jupyterlab-pygments-0.3.0 mistune-3.1.2 nbclient-0.10.2 nbconvert-7.16.6 nbformat-5.10.4 pandocfilters-1.5.1 tinycss2-1.4.0
In [114]:
!jupyter nbconvert --to html project-template.ipynb --output project-template.html
[NbConvertApp] Converting notebook project-template.ipynb to html [NbConvertApp] WARNING | Alternative text is missing on 7 image(s). [NbConvertApp] Writing 3847073 bytes to project-template.html
In [ ]: